{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Multivariate_LSTM_v.2.ipynb","provenance":[],"collapsed_sections":[],"toc_visible":true,"mount_file_id":"1qSbgRYGwnLUjDZU9WBylctOXl19FRBPS","authorship_tag":"ABX9TyPRlpkJbBsHra91REVKEACf"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"code","metadata":{"id":"K-jvkWT7kjbn","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1595783249338,"user_tz":-120,"elapsed":729,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["# load dataset\n","import pandas as pd\n","X = pd.read_csv('/content/drive/My Drive/Colab Notebooks/Projects/20200525_GOOG_Multivariate_LSTM/GOOG.csv')"],"execution_count":179,"outputs":[]},{"cell_type":"code","metadata":{"id":"4FHI1ojakj9v","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":419},"executionInfo":{"status":"ok","timestamp":1595783250073,"user_tz":-120,"elapsed":471,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"48596715-4e72-4bb5-ecdf-175961aed5a7"},"source":["#original copy without preprocessing\n","X = X.drop(['High', 'Low', 'Close', 'Adj Close', 'Volume'], axis=1)\n","index = X.pop('Date')\n","X"],"execution_count":180,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Open</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>1196.000000</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1200.680054</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>1203.959961</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>1210.000000</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>1218.000000</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>248</th>\n","      <td>1098.260010</td>\n","    </tr>\n","    <tr>\n","      <th>249</th>\n","      <td>1119.015015</td>\n","    </tr>\n","    <tr>\n","      <th>250</th>\n","      <td>1138.000000</td>\n","    </tr>\n","    <tr>\n","      <th>251</th>\n","      <td>1221.000000</td>\n","    </tr>\n","    <tr>\n","      <th>252</th>\n","      <td>1206.500000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>253 rows × 1 columns</p>\n","</div>"],"text/plain":["            Open\n","0    1196.000000\n","1    1200.680054\n","2    1203.959961\n","3    1210.000000\n","4    1218.000000\n","..           ...\n","248  1098.260010\n","249  1119.015015\n","250  1138.000000\n","251  1221.000000\n","252  1206.500000\n","\n","[253 rows x 1 columns]"]},"metadata":{"tags":[]},"execution_count":180}]},{"cell_type":"markdown","metadata":{"id":"sfEz1YAalE6W","colab_type":"text"},"source":["##Generating GDP per day"]},{"cell_type":"code","metadata":{"id":"4lc0QswTknGV","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":293},"executionInfo":{"status":"ok","timestamp":1595783265463,"user_tz":-120,"elapsed":795,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"95570665-f1d8-4082-fa87-7a80c94b2890"},"source":["#GDP interpolation\n","#abbiamo solo valori per Quarter, dobbiamo ottenere quelli per giorno\n","import matplotlib.pyplot as plt\n","\n","y = [20897804, 21098827, 21340267, 21542540, 21729124, 21537940, 21537940]\n","x = [int((365/4)*0), int((365/4)*1), int((365/4)*2), int((365/4)*3), int((365/4)*4), int((365/4)*5), int((365/4)*6)]\n","\n","plt.plot(x, y, 'o')\n","x"],"execution_count":182,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[0, 91, 182, 273, 365, 456, 547]"]},"metadata":{"tags":[]},"execution_count":182},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"3z8yXufZkpLh","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":293},"executionInfo":{"status":"ok","timestamp":1595783266761,"user_tz":-120,"elapsed":826,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"4048bc4d-19fd-41e4-9e92-094221b2ae8f"},"source":["from scipy.interpolate import interp1d\n","import numpy as np\n","\n","f = interp1d(x, y, kind='cubic')\n","plt.plot(f(x))"],"execution_count":183,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[<matplotlib.lines.Line2D at 0x7f27e15cdfd0>]"]},"metadata":{"tags":[]},"execution_count":183},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAXoAAAEDCAYAAAA7jc+ZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3dd3xW9d3/8deHkBD2XjIMooKAzDD1ts6q1datKHsIjiq2amu19v613nbZemvrAtlDUMFV66xi1QJZDNkYENkkDCGAgYzP/UeiP0oRMq7kXNfJ+/l4+DBc1zkn7/OQvD35Xt9zvubuiIhIeFULOoCIiFQsFb2ISMip6EVEQk5FLyIScip6EZGQU9GLiIRc1Ba9mU02sywzW1GCbf/XzJYW/7POzL6qjIwiIrHAonUevZmdBxwAprt7l1LsdxfQw91HVlg4EZEYErVX9O7+MbDn6NfMrL2ZvWNmGWb2iZl1PM6uNwOzKyWkiEgMqB50gFKaANzm7p+bWV/gGeDCb940s1OBdsCHAeUTEYk6MVP0ZlYHGAC8bGbfvFzjmM0GAnPdvaAys4mIRLOYKXqKhpm+cvfuJ9hmIHBnJeUREYkJUTtGfyx33w98YWY3AFiRbt+8Xzxe3xBYGFBEEZGoFLVFb2azKSrtDma2xcxGAYOAUWa2DFgJXHXULgOBOR6t04hERAIStdMrRUQkMqL2il5ERCIjKj+MbdKkiSclJQUdQ0QkZmRkZOxy96bHey8qiz4pKYn09PSgY4iIxAwz+/K73tPQjYhIyKnoRURCTkUvIhJyKnoRkZBT0YuIhJyKXkQk5FT0IiIhp6IXqWIKCp05qZvYvOdQ0FGkkkTlDVMiUjEOHcnn7tlL+MfqLBrXTmDKiN50bd0g6FhSwXRFL1JFZOccZuCERXy4JotxF51BYnwcAycs4qO1WUFHkwqmohepAjKzDnDNM/9i3c4cxg9J5ieXnMmrdwzg1Ma1GT0tnXkZW4KOKBVIRS8Scqlf7OG6ZxeQm1fAi2P6c0mn5gA0q5fIS2P70addI+59eRnPfrQePbY8nFT0IiH2t2XbGDwxhcZ1Enj1jnPo1ubfx+PrJsYzZURvftjtFP7wzhp+/bdVFBSq7MNGH8aKhJC7M/7jDfz+7TX0TmrI80OTaVAr4bjb1qgex5M3dad53RpM/PQLsnJyefzG7iTGx1VyaqkoKnqRkMkvKOT//W0lMxdt4squLfnTDd1OWtrVqhm/vLITzesl8uhbq9l9IJUJQ5OpXzO+klJLRdLQjUiIHDqSz9gZGcxctImx3zuNvwzsUaor81vPO40nburO4k17uWn8Qnbsy63AtFJZVPQiIZGVk8vACYuYvzaLR67qzC8uP4tq1azUx7m6RyumDO/D5j2HuPaZf5GZlVMBaaUyqehFQiAz6wDXPrOAz3ceYMKQZIb0TyrX8c49owkvju3PkQLnumcXkr5xT2SCSiBU9CIxLmXD7v8/fXJsPy4unj5ZXl1a1eeV2wfQqHYCgyam8N7KHRE5rlQ+Fb1IDHtj2TaGTEr9dvpkpB9n0LZxLebe1p+OLetx28wMZqV857KkEsVU9CIxyN157p/ruXv2Erq3acArtw+gTaNaFfK9Gtepwexb+/K9M5vy0KsrePz9dbqxKsao6EViTH5BIQ+/voLfv72GH3Y7hemj+nznHPlIqZVQnQlDk7mhV2v+8sHn/OKV5eQXFFbo95TI0Tx6kRhy6Eg+d72whA/WZHHb99rzs0s7lGlmTVnEx1Xjj9d3pXm9RJ6an0l2zmGeuqUnNRN0Y1W00xW9SIzIysnlpvHF0yev7sIDl3estJL/hplx36UdeOSqzny4NotbJi5iz8EjlZpBSk9FLxIDMrNyuObpBWRmHeD5ockM6XdqoHmG9E/i2UE9WbltP9c/t0CLmEQ5Fb1IlEvZsJtrn1nA4fyi6ZMXnRWZ6ZPldVmXlswc1ZddOYe59tkFrNq2P+hI8h1U9CJR7PWlWxkyKZWmdWtUyPTJ8urTrhFzbx9A9WrGTeMXsiBzV9CR5DhU9CJRyN159qP1jJuzlO5tGzCvAqdPlteZzesy7/YBtGyQyLApqbyxbFvQkeQYKnqRKJNfUMgvX1vBH94pmj45oxKmT5bXKQ1q8vLYAfRo05C7Zy9h0qdfBB1JjqKiF4kiBw/nM2ZGBrNSNnHb99rz5E3dqVE9NqYv1q8Vz/RRfbiscwseeXMVv31rNYVaxCQqqOhFokRWTi43TVjIR2uz+J+Apk+WV2J8HE8P6smQfqcy4eMN/PSlpRzJ141VQdMNUyJRIDMrh2GT09hz8AjPD02Ompk1ZRFXzfjNVZ1pUT+Rx95dy64DR3huSC/q1FDdBEVX9CIBW/Tt9MnCqJo+WR5mxp0XnM5j13dl4YbdDJywkKwcLWISFBW9SIBeX7qVod9OnxwQddMny+uG5DZMHJrM+qyDXPfsAr7YdTDoSFWSil4kAO7OMx9lfjt98pXbz4na6ZPldUHHZswe04+Dhwu47tkFLN38VdCRqhwVvUglyy8o5KHXVvDHd9Z+O32yfq1wL8LdvU3RvQC1a8Rxc/Fyh1J5Tlr0ZtbGzOab2SozW2lm446zTUczW2hmh83svmPea2Bmc81sjZmtNrP+kTwBkVhy8HA+t05P54WUTdx+fmxNnyyvdk1qM+/2AZzWtDajp6XzcvrmoCNVGSX5GDwfuNfdF5tZXSDDzN5391VHbbMHuBu4+jj7Pwm84+7Xm1kCEM7fT0VOImt/LiOnpbFq234evaYLg/oG+2CyIDSrm8iLY/tz+8wM7p/7GVk5h7nj/PaYxdY00lhz0it6d9/u7ouLv84BVgOtjtkmy93TgLyjXzez+sB5wKTi7Y64uwbopMr5fGcO1zyzgA3ZB5k4LLlKlvw36tSozqRhvbm6+yk89u5afvX6Sgp0Y1WFKtXEVjNLAnoAKSXcpR2QDUwxs25ABjDO3f/jo3czGwOMAWjbtm1pYolEtUUbdjNmejoJ1eN4cUx/zm5dP+hIgUuoXo3Hb+xO83qJjP94A9k5h3liYHcS46vGMFZlK/GHsWZWB5gH3OPuJX0eaXWgJ/Csu/cADgIPHG9Dd5/g7snunty0adOSxhKJakVPn0yhWb1EXr1jgEr+KNWqGb/4wVk8fGUn3lm5g6GTUtl3KO/kO0qplajozSyeopKf5e6vlOL4W4At7v7NbwBzKSp+kVBzd56eXzR9smfbhsy7LXqfPhm0Uee2468392Dp5q+4YfwCtu/7OuhIoVOSWTdG0Rj7and/vDQHd/cdwGYz61D80kXAqhPsIhLz8gsKefDVFTz27lp+VLx4d9inT5bXD7udwtQRvdn2VS7XPrOAdTtzgo4UKuZ+4g9BzOxc4BNgOfDN04keBNoCuPtzZtYCSAfqFW9zAOjk7vvNrDswEUgANgAj3H3vib5ncnKyp6enl/mkRIJy8HA+P35hMfPXZnPH+e257/uVt3h3GKzatp/hU1LJzStg0vDe9E5qFHSkmGFmGe6efNz3Tlb0QVDRSyw6evrkI1dXzemTkbB5zyGGTUlly96v+cvA7lzWpWXQkWLCiYped8aKRMDR0ycnDeutki+HNo1qMe+2AXQ+pR63z1rMjEVfBh0p5qnoRcpp4frdXPvsAo4UFPLS2P5c0LFZ0JFiXsPaCbwwuh8XdmjGw6+t4E/vriUaRx9ihYpepBxeW7KVoZNTaF48fbJLK02fjJSaCXGMH9KLgb3b8NT8TH4+7zPyCrSISVloJQCRMih6+uR6Hnt3Lf1Oa8T4wcmaWVMBqsdV43fXnk3zeok8+cHnZOcc5ulBPamVoOoqDV3Ri5RS0fTJ5Tz27lqu6n4K00Zq+mRFMjN+csmZPHpNF/65Lpubn09h94HDQceKKSp6kVI4cDif0dPTmZ26mTsvaM//3lh1nj4ZtEF9T+W5wb1Ys30/1z+3kM17DgUdKWao6EVKKGt/LjeNX8gnn+/it9eczf2Xxt7i3bHu+51b8MKtfdlz8AjXPLOAFVv3BR0pJmgevUgJfLn7IIMmprDn4BGevqWnZtYE7JvF1Pd9ncfTg3qSfGrDoCNFhBll/vxBN0yJlMPnO3MYNDGFIwWFTB/ZJ3TrusaqHftyGT4llTU7wvO4hCZ1apD+y4vLtO+Jil4fXYucwIqt+xgyKYXqcdV4cUx/OrSoG3QkKdaifiIv3daf15ZsJTevIOg4EVGzgh7TrKIX+Q7pG/cwYkoa9WrGM2t0X5Ka1A46khyjXmI8Q/snBR0j6qnoRY7jk8+zGTM9g5b1E5k5ui+nNKgZdCSRMlPRixzjvZU7+PELSzitaW1mjOpL07o1go4kUi4qepGjvL50Kz99aRldWtVn2ojeNKiVEHQkkXJT0YsUeyFlEw+9tpy+7RoxcVhv6tTQj4eEg/4miwDPf7yBR99azfkdmvLc4F5apFpCRUUvVZq788Q/PufJDz7nB2e34ImbepBQXTeMS7io6KXKcnce/ftqJn76Bdf3as3vrz2b6nEqeQkfFb1USQWFzi9fW87s1M0M638q//3DznpujYSWil6qnLyCQu57eRmvL93GHee35/5LO2CmkpfwUtFLlZKbV8Bds5fw/qqd3H9pB+684PSgI4lUOBW9VBmHjuQzZnoGn2bu4tc/6sywAUlBRxKpFCp6qRL2fZ3HyKlpLNm0l8eu78oNyW2CjiRSaVT0Enq7Dxxm6ORU1u3M4albevKDs1sGHUmkUqnoJdR27s9l0MQUNu85xIQhyVowRKokFb2E1uY9hxg0sWgh6akj+tC/feOgI4kEQkUvoZSZdYDBE1P4Oq+AmaP70qNtOJaaEykLFb2Ezspt+xg6KRUzmDOmH2e1rBd0JJFAqeglVDK+3MuIKanUqVGdmaP7clrTOkFHEgmcil5CY0HmLkZPT6dp3RrMGt2X1g1rBR1JJCqo6CUUPli9k9tnLSapcS1mjupLs3qJQUcSiRoqeol5f1u2jZ+8uJROp9Rj2og+NKytVaFEjqail5j2YtomHnhlOb1PbcSk4cnUTYwPOpJI1FHRS8ya/OkX/ObNVfzXGU2YMCSZmglaFUrkeFT0EnPcnac+zOTP76/j0s7N+cvNPahRXSUv8l1U9BJT3J3fv7OG8f/cwLU9WvHH67tqVSiRk1DRS8woLHR+9cYKZi7axKC+bXnkqi5aFUqkBFT0EhPyCwr52dzPeGXJVsaedxoPXN5Rq0KJlNBJf+c1szZmNt/MVpnZSjMbd5xtOprZQjM7bGb3Hef9ODNbYmZvRiq4VB2H8wv48QtLeGXJVu695EyVvEgpleSKPh+4190Xm1ldIMPM3nf3VUdtswe4G7j6O44xDlgN6KEjUipfHylg7MwMPl6XzcNXdmLUue2CjiQSc056Re/u2919cfHXORQVdqtjtsly9zQg79j9zaw1cAUwMSKJpcrIyc1j2ORUPvk8mz9cd7ZKXqSMSjVGb2ZJQA8gpRS7PQH8DKhbmu8lVdveg0cYNiWVVdv285eBPfhht1OCjiQSs0o8L83M6gDzgHvcfX8J97kSyHL3jBJsO8bM0s0sPTs7u6SxJISy9udy04SFrNmRw3ODe6nkRcqpREVvZvEUlfwsd3+lFMc/B/iRmW0E5gAXmtnM423o7hPcPdndk5s2bVqKbyFhsmXvIW4cv5Ate79myvDeXNypedCRRGJeSWbdGDAJWO3uj5fm4O7+C3dv7e5JwEDgQ3cfXKakEnobsg9w43ML2X3wCDNG9eWc05sEHUkkFEoyRn8OMARYbmZLi197EGgL4O7PmVkLIJ2iWTWFZnYP0KmkQzwiq7fvZ8ikVNydOWP60fmU+kFHEgmNkxa9u38KnHDSsrvvAFqfZJuPgI9KkU2qiKWbv2LY5FRqxscxc3Q/Tm+mVaFEIkl3xkqgFm3YzaipaTSqk8ALo/vRppFWhRKJNBW9BGb+2ixum5FBm0ZFq0K1qK9VoUQqgopeAvHW8u2Mm7OEM5vXZfrIPjSuUyPoSCKhpaKXSjc3Yws/m7uMHm0bMnl4b+rX1KpQIhVJRS+VavrCjfzq9ZWcc3pjnh+aTK0E/RUUqWj6KZNK88xHmfzxnbVcfFZznrqlB4nxWhVKpDKo6KXCuTuPvbuWZz5az4+6ncKfb+xGvFaFEqk0KnqpUIWFzm/eXMXUBRu5uU8b/ufqs4nTqlAilUpFLxXG3fn131YybeGXjD63HQ9dcZYWDBEJgH5/lgoz4eMNTFv4JaNU8iKBUtFLhXh96VZ+9/Yaruzakod+oJIXCZKKXiJuwfpd3PfyMvq2a8Sfb+xGNY3JiwRKRS8RtWbHfsZOzyCpcW0mDEmmRnVNoRQJmopeImb7vq8ZMSWNmglxTB3Zh/q1dMerSDTQrBuJiP25eYyYkkZObj4vju1HqwY1g44kIsV0RS/ldiS/kNtmZJCZdYBnB/fUoiEiUUZX9FIuhYXOz+YuY8H63Tx+Yzf+6wyt9ysSbXRFL+Xy2HtreW3pNu6/tAPX9jzhImMiEhAVvZTZjIUbefaj9dzSty13nN8+6Dgi8h1U9FIm763cwX+/sZKLOjbjNz/qrBuiRKKYil5KbfGmvdw9Zwlnt27AX2/pQXU9iVIkquknVEplQ/YBRk1No3m9RCYN08IhIrFARS8ltuvAYYZPScPMmDaiD020zqtITFDRS4kcOpLPqKlpZOXkMmlYMklNagcdSURKSEUvJ5VfUMhdLyxh+dZ9/PXmnvRo2zDoSCJSChpglRNydx5+fSUfrMnikau7cEmn5kFHEpFS0hW9nNDT8zOZnbqJO85vz5B+pwYdR0TKQEUv32luxhb+9N46runRivsv7RB0HBEpIxW9HNcnn2fzwLzPOOf0xvzhuq66IUokhqno5T+s3LaP22cu5vRmdXh2cC8SquuviUgs00+w/Jstew8xYkoadROrM2VEb+olavEQkVinWTfyrX2H8hg+JY2v8wqYe9sAWtbX4iEiYaAregEgN6+AW2eks2n3ISYMSaZDi7pBRxKRCNEVvVBY6Nz78jJSv9jDkwO7079946AjiUgE6Ype+N3bq/n7Z9v5xeUduap7q6DjiEiEqeiruMmffsHzn3zB8AFJjDnvtKDjiEgFUNFXYW8v384jf1/FpZ2b8/CVnTRXXiSkVPRVVNrGPYx7cSk92jTgyYE9iKumkhcJKxV9FZSZdYDR09Jp3aAmE4f1JjE+LuhIIlKBTlr0ZtbGzOab2SozW2lm446zTUczW2hmh83svtLsK5UrKyeXYZNTiY8zpo7oQ6PaCUFHEpEKVpLplfnAve6+2MzqAhlm9r67rzpqmz3A3cDVZdhXKsmBw/mMnJrG3kNHmDOmH20b1wo6kohUgpNe0bv7dndfXPx1DrAaaHXMNlnungbklXZfqRx5BYXcMWsxq7fn8PQtPenaukHQkUSkkpRqjN7MkoAeQEppv9HJ9jWzMWaWbmbp2dnZpT28nIC78+Ary/l4XTaPXt2FCzo2CzqSiFSiEhe9mdUB5gH3uPv+0nyTkuzr7hPcPdndk5s2bVqaw8tJPPGPz3k5Ywt3X3QGA/u0DTqOiFSyEhW9mcVTVNSz3P2V0nyD8uwr5fdi2iae/OBzbujVmp9cfEbQcUQkACWZdWPAJGC1uz9emoOXZ18pv/lrs3jw1RWcd2ZTfnvt2bohSqSKKsmsm3OAIcByM1ta/NqDQFsAd3/OzFoA6UA9oNDM7gE6AV2Pt6+7vxXBc5Dj+GzLV9w5azEdW9TlmUE9iY/TLRMiVdVJi97dPwVOeCno7juA1sd566T7SuRt2n2IkVPTaFgrgSnDe1Onhh5SKlKVqQFCZu/BIwyfkkpegTNnTG+a1UsMOpKIBExFHyK5eQWMnp7Olq++ZtbovpzeTIuHiIiedRMaBYXOuDlLWLxpL0/e1J3eSY2CjiQiUUJFHwLuziNvruLdlTt5+IpOXH52y6AjiUgUUdGHwPOfbGDqgo2MPrcdI89tF3QcEYkyKvoY98aybfz2rTVc0bUlD/7grKDjiEgUUtHHsIXrd3PfS8vo064Rf76hG9W0eIiIHIeKPkat25nDmBnptG1ci+eHJGvxEBH5Tir6GLRjX9HiITXj45g6ojf1a8UHHUlEopiKPsbsz81j+JRU9n+dx5QRvWndUIuHiMiJ6YapGHIkv5DbZ2aQmXWAycN70/mU+kFHEpEYoKKPEe7Oz+d9xr8yd/OnG7px3pl6Zr+IlIyGbmLEn95by6tLtnLf98/k+l7He36ciMjxqehjwMxFX/L0/PXc3Kctd15wetBxRCTGqOij3PurdvKr11dwYcdmPHJVZy0eIiKlpqKPYks27eWu2Yvp0qo+T93Sg+paPEREykDNEaU27jrIqGnpNKubyOThvamVoM/NRaRsVPRRKGt/LsOmpOLuTBvZhyZ1agQdSURimC4To8zmPYcYNDGFXQcOM2NUX9o1qR10JBGJcSr6KJKZdYDBE1M4dCSfmaP70rNtw6AjiUgIqOijxIqt+xg6OZVqZrw4tj9ntawXdCQRCQkVfRRI37iHEVPSqFcznpmjNVwjIpGlog/Yx+uyGTsjg5b1E5kxui+tGtQMOpKIhIyKPkDvrNjO3bOX0r5ZHaaP7EPTuppdIyKRp6IPyLyMLdw/dxnd2jRg6vA+eqa8iFQYFX0Api/cyK9eX8k5pzdmwpBkatfQfwYRqThqmErk7jzz0Xoee3ctl3Rqzl9v7qElAEWkwqnoK4m78/t31jD+nxu4uvspPHZDN+L17BoRqQQq+kpQWOg8/PoKZqVsYlDftjxyVReqVdNTKEWkcqjoK1heQSH3vbyM15du47bvtefnl3XQo4ZFpFKp6CtQbl4BP35hCf9YvZP7L+2gRUNEJBAq+gpy8HA+Y2ak86/M3fzmqs4M7Z8UdCQRqaJU9BVg36E8hk9NZdnmr/jzDd24Tmu8ikiAVPQRlp1zmCGTUtiQfZBnBvXisi4tgo4kIlWcij6Ctn71NUMmprB9Xy6ThifzX2c0DTqSiIiKPlI2ZBc9Sz4nN58Zo/qQnNQo6EgiIoCKPiJWb9/PkEkpFDrMHtOPLq3qBx1JRORbKvpyWrxpL8Mnp1IroTozR/fl9GZ1go4kIvJvTnoPvpm1MbP5ZrbKzFaa2bjjbNPRzBaa2WEzu++Y9y4zs7VmlmlmD0QyfNAWZO5i8MQUGtZO4OXb+qvkRSQqleSKPh+4190Xm1ldIMPM3nf3VUdtswe4G7j66B3NLA54GrgE2AKkmdkbx+wbk/6xaid3vLCYdo1rM2NUH5rVSww6kojIcZ30it7dt7v74uKvc4DVQKtjtsly9zQg75jd+wCZ7r7B3Y8Ac4CrIpI8QK8v3crYmRmc1aIuc8b0U8mLSFQr1eMTzSwJ6AGklHCXVsDmo/68hWP+JxFrZqV8yT0vLiX51IbMurUfDWsnBB1JROSESlz0ZlYHmAfc4+77Ix3EzMaYWbqZpWdnZ0f68BEx/p/reejVFVzQoRnTRvahjhYMEZEYUKKiN7N4ikp+lru/UorjbwXaHPXn1sWv/Qd3n+Duye6e3LRpdN1o5O786d21/O7tNVzZtSXPDe6lBUNEJGaUZNaNAZOA1e7+eCmPnwacYWbtzCwBGAi8UfqYwSksdH79t1U8NT+Tgb3b8OTAHiRU14IhIhI7SjL2cA4wBFhuZkuLX3sQaAvg7s+ZWQsgHagHFJrZPUAnd99vZj8G3gXigMnuvjLSJ1FR8gsK+fm85cxbvIXR57bjoSvO0rPkRSTmnLTo3f1T4ITt5u47KBqWOd57bwFvlSldgA7nF3DPnKW8vWIHP7n4TO6+6HSVvIjEJH2aeBxfHylg7MwMPl6Xza+u7MTIc9sFHUlEpMxU9MfYn5vHqKlpZHy5lz9e15Ube7c5+U4iIlFMRX+U3QcOM2xKKmt35PDXm3tyRdeWQUcSESk3FX2xHftyGTRxEVv2fs2Eoclc0KFZ0JFERCJCRQ9s2n2IQZMWsfdgHtNH9qHvaY2DjiQiEjFVvujX7cxh8MQU8goKeeHWvnRt3SDoSCIiEVWli/6zLV8xdHIqCXHVeHFsf85sXjfoSCIiEVdliz5lw25GTUunYe14Zo3qR9vGtYKOJCJSIapk0c9fk8VtMzNo06gWM0f1pUV9PWZYRMKryhX93z/bzrg5S+jYsi7TRvShcZ0aQUcSEalQVaroX0rbzAOvfEavUxsyaXhv6iXGBx1JRKTCVZmin/TpFzzy5irOO7Mp4wf3omaCHjMsIlVD6Ive3fnLB5n87z/WcXmXFjwxsDs1qqvkRaTqCHXRuzuP/n01Ez/9gut7teb3155N9Tg9S15EqpbQFn1BofPQq8uZk7aZ4QOS+NWVnahWTY8ZFpGqJ5RFfyS/kJ++tJQ3P9vOXReezk8vOVPPkheRKit0RZ+bV8Adsxbz4ZosHvxBR8ac1z7oSCIigQpV0efk5jF6WjqpG/fw22vO5pa+bYOOJCISuNAU/f7cPIZMTGHFtv08cVN3rureKuhIIiJRITRFXys+jqQmtbnrwjO4uFPzoOOIiESN0BR99bhqPDmwR9AxRESijiaVi4iEnIpeRCTkVPQiIiGnohcRCTkVvYhIyKnoRURCTkUvIhJyKnoRkZAzdw86w38ws2zgyzLu3gTYFcE4QQrLuYTlPEDnEo3Cch5QvnM51d2bHu+NqCz68jCzdHdPDjpHJITlXMJyHqBziUZhOQ+ouHPR0I2ISMip6EVEQi6MRT8h6AARFJZzCct5gM4lGoXlPKCCziV0Y/QiIvLvwnhFLyIiR1HRi4iEXGiK3swuM7O1ZpZpZg8EnaeszGyymWWZ2Yqgs5SXmbUxs/lmtsrMVprZuKAzlZWZJZpZqpktKz6XXwedqTzMLM7MlpjZm0FnKQ8z22hmy81sqZmlB52nPMysgZnNNbM1ZrbazPpH7NhhGKM3szhgHXAJsAVIA25291WBBisDMzsPOABMd/cuQecpDzNrCbR098VmVhfIAK6O0f8uBtR29wNmFg98Coxz90UBRysTM/spkAzUc/crg85TVma2EUh295i/YcrMpgGfuPtEM0sAarn7V5E4dliu6AWXzZoAAAIiSURBVPsAme6+wd2PAHOAqwLOVCbu/jGwJ+gckeDu2919cfHXOcBqICZXbfciB4r/GF/8T0xeJZlZa+AKYGLQWaSImdUHzgMmAbj7kUiVPISn6FsBm4/68xZitFDCysySgB5ASrBJyq54uGMpkAW87+6xei5PAD8DCoMOEgEOvGdmGWY2Jugw5dAOyAamFA+pTTSz2pE6eFiKXqKYmdUB5gH3uPv+oPOUlbsXuHt3oDXQx8xibmjNzK4Estw9I+gsEXKuu/cELgfuLB76jEXVgZ7As+7eAzgIROyzxrAU/VagzVF/bl38mgSseDx7HjDL3V8JOk8kFP9KPR+4LOgsZXAO8KPise05wIVmNjPYSGXn7luL/50FvErRMG4s2gJsOeq3xLkUFX9EhKXo04AzzKxd8YcYA4E3As5U5RV/gDkJWO3ujwedpzzMrKmZNSj+uiZFH/yvCTZV6bn7L9y9tbsnUfRz8qG7Dw44VpmYWe3iD/kpHub4PhCTs9XcfQew2cw6FL90ERCxSQvVI3WgILl7vpn9GHgXiAMmu/vKgGOViZnNBs4HmpjZFuC/3X1SsKnK7BxgCLC8eGwb4EF3fyvATGXVEphWPMOrGvCSu8f01MQQaA68WnQ9QXXgBXd/J9hI5XIXMKv4YnUDMCJSBw7F9EoREfluYRm6ERGR76CiFxEJORW9iEjIqehFREJORS8iEnIqehGRkFPRi4iE3P8B00kxpZMolrgAAAAASUVORK5CYII=\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"O4fNr301kqTK","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"status":"ok","timestamp":1595783267630,"user_tz":-120,"elapsed":565,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"b459b469-9061-4121-a1ab-cf0dac8975db"},"source":["#today to day_number\n","import datetime\n","today = datetime.datetime.now()\n","today\n","today = datetime.datetime(2019, 4, 11)\n","today.strftime('%j')"],"execution_count":184,"outputs":[{"output_type":"execute_result","data":{"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"},"text/plain":["'101'"]},"metadata":{"tags":[]},"execution_count":184}]},{"cell_type":"code","metadata":{"id":"SkR-s-NVks4N","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":293},"executionInfo":{"status":"ok","timestamp":1595783268916,"user_tz":-120,"elapsed":1000,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"8b020207-8f7f-4543-d9cf-f891041d7636"},"source":["list_day = list()\n","list_GDP = list()\n","for _ in range(len(index)):\n","  year = int(index[_][0]+index[_][1]+index[_][2]+index[_][3])\n","  month = int(index[_][5]+index[_][6])\n","  day = int(index[_][8]+index[_][9])\n","  date = datetime.datetime(year, month, day)\n","  date_add = int(date.strftime('%j'))\n","  history_day = date_add+((year-2019)*365)\n","  list_day.append(history_day)\n","  list_GDP.append(f(history_day))\n","\n","plt.plot(list_day, list_GDP, 'o', linewidth=1, markersize=2)"],"execution_count":185,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[<matplotlib.lines.Line2D at 0x7f27e0711080>]"]},"metadata":{"tags":[]},"execution_count":185},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"lHVE6XNSkvTb","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":419},"executionInfo":{"status":"ok","timestamp":1595783270422,"user_tz":-120,"elapsed":736,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"6cb3bb7e-2011-4b9b-e5d4-1d0dbc923000"},"source":["list_GDP = pd.DataFrame(list_GDP)\n","list_GDP.columns = ['GDP']\n","list_GDP"],"execution_count":186,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>GDP</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>2.112062e+07</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>2.112336e+07</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2.112610e+07</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>2.112885e+07</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>2.113710e+07</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>248</th>\n","      <td>2.153281e+07</td>\n","    </tr>\n","    <tr>\n","      <th>249</th>\n","      <td>2.153028e+07</td>\n","    </tr>\n","    <tr>\n","      <th>250</th>\n","      <td>2.152286e+07</td>\n","    </tr>\n","    <tr>\n","      <th>251</th>\n","      <td>2.152044e+07</td>\n","    </tr>\n","    <tr>\n","      <th>252</th>\n","      <td>2.151806e+07</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>253 rows × 1 columns</p>\n","</div>"],"text/plain":["              GDP\n","0    2.112062e+07\n","1    2.112336e+07\n","2    2.112610e+07\n","3    2.112885e+07\n","4    2.113710e+07\n","..            ...\n","248  2.153281e+07\n","249  2.153028e+07\n","250  2.152286e+07\n","251  2.152044e+07\n","252  2.151806e+07\n","\n","[253 rows x 1 columns]"]},"metadata":{"tags":[]},"execution_count":186}]},{"cell_type":"code","metadata":{"id":"C_zrngjzkwXy","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":419},"executionInfo":{"status":"ok","timestamp":1595783271814,"user_tz":-120,"elapsed":574,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"bfb8719e-23b6-46b6-de2a-aba186f84a59"},"source":["#merge Google Stock with GDP\n","X = pd.concat([X, list_GDP], axis=1)\n","X"],"execution_count":187,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Open</th>\n","      <th>GDP</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>1196.000000</td>\n","      <td>2.112062e+07</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1200.680054</td>\n","      <td>2.112336e+07</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>1203.959961</td>\n","      <td>2.112610e+07</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>1210.000000</td>\n","      <td>2.112885e+07</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>1218.000000</td>\n","      <td>2.113710e+07</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>248</th>\n","      <td>1098.260010</td>\n","      <td>2.153281e+07</td>\n","    </tr>\n","    <tr>\n","      <th>249</th>\n","      <td>1119.015015</td>\n","      <td>2.153028e+07</td>\n","    </tr>\n","    <tr>\n","      <th>250</th>\n","      <td>1138.000000</td>\n","      <td>2.152286e+07</td>\n","    </tr>\n","    <tr>\n","      <th>251</th>\n","      <td>1221.000000</td>\n","      <td>2.152044e+07</td>\n","    </tr>\n","    <tr>\n","      <th>252</th>\n","      <td>1206.500000</td>\n","      <td>2.151806e+07</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>253 rows × 2 columns</p>\n","</div>"],"text/plain":["            Open           GDP\n","0    1196.000000  2.112062e+07\n","1    1200.680054  2.112336e+07\n","2    1203.959961  2.112610e+07\n","3    1210.000000  2.112885e+07\n","4    1218.000000  2.113710e+07\n","..           ...           ...\n","248  1098.260010  2.153281e+07\n","249  1119.015015  2.153028e+07\n","250  1138.000000  2.152286e+07\n","251  1221.000000  2.152044e+07\n","252  1206.500000  2.151806e+07\n","\n","[253 rows x 2 columns]"]},"metadata":{"tags":[]},"execution_count":187}]},{"cell_type":"markdown","metadata":{"id":"KEMl0XKWlbWt","colab_type":"text"},"source":["##Preprocessing"]},{"cell_type":"code","metadata":{"id":"EMS9-qnfyluL","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1595770727289,"user_tz":-120,"elapsed":762,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["from sklearn import preprocessing\n","import numpy as np"],"execution_count":138,"outputs":[]},{"cell_type":"code","metadata":{"id":"EAtDtP7axFL8","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1595770729303,"user_tz":-120,"elapsed":1207,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["#convert series to supervised learning\n","def series_to_supervised(data, n_in=1, n_out=1, dropnan=True, drop_col=False, y_var=1):\n","  n_features = int(len(data.columns))\n","  n_vars = 1 if type(data) is list else data.shape[1]\n","  df = pd.DataFrame(data)\n","  cols, names = list(), list()\n","  # input sequence (t-n, ... t-1)\n","  for i in range(n_in, 0, -1):\n","    cols.append(df.shift(i))\n","    names += [('var%d(t-%d)' % (j+1, i)) for j in range(n_vars)]\n","  # forecast sequence (t, t+1, ... t+n)\n","  for i in range(0, n_out):\n","    cols.append(df.shift(-i))\n","    if i == 0:\n","      names += [('var%d(t)' % (j+1)) for j in range(n_vars)]\n","    else:\n","      names += [('var%d(t+%d)' % (j+1, i)) for j in range(n_vars)]\n","  #put it all together\n","  agg = pd.concat(cols, axis=1)\n","  agg.columns = names\n","  # drop rows with NaN values\n","  if dropnan:\n","    agg.dropna(inplace=True)\n","    data = agg.copy()\n","    \n","  if drop_col == True:\n","    tot = n_features*n_in+n_features #24+8 = 32\n","\n","    y_name = list(data.columns)[n_features*n_in-1 + y_var]\n","    y = data[y_name]\n","    for i in range(n_features*n_in, tot):\n","      data.drop(data.columns[[tot-n_features]], axis=1, inplace=True)\n","    data = pd.concat([data, y], axis=1)\n","  return data"],"execution_count":139,"outputs":[]},{"cell_type":"code","metadata":{"id":"gyELL6kYytvG","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1595770731459,"user_tz":-120,"elapsed":682,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["def split(df, test_size):\n","  df = df.values\n","  len_df = df.shape[0]\n","  test_size = int(len_df*test_size)\n","  train, test = df[0:-test_size], df[-test_size:]\n","  return train, test"],"execution_count":140,"outputs":[]},{"cell_type":"code","metadata":{"id":"cqR0T2iExJcF","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":419},"executionInfo":{"status":"ok","timestamp":1595783276363,"user_tz":-120,"elapsed":806,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"e5a437d8-55cf-4507-c7d8-85e4b5b7f315"},"source":["K = X.copy()\n","K"],"execution_count":188,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Open</th>\n","      <th>GDP</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>1196.000000</td>\n","      <td>2.112062e+07</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1200.680054</td>\n","      <td>2.112336e+07</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>1203.959961</td>\n","      <td>2.112610e+07</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>1210.000000</td>\n","      <td>2.112885e+07</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>1218.000000</td>\n","      <td>2.113710e+07</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>248</th>\n","      <td>1098.260010</td>\n","      <td>2.153281e+07</td>\n","    </tr>\n","    <tr>\n","      <th>249</th>\n","      <td>1119.015015</td>\n","      <td>2.153028e+07</td>\n","    </tr>\n","    <tr>\n","      <th>250</th>\n","      <td>1138.000000</td>\n","      <td>2.152286e+07</td>\n","    </tr>\n","    <tr>\n","      <th>251</th>\n","      <td>1221.000000</td>\n","      <td>2.152044e+07</td>\n","    </tr>\n","    <tr>\n","      <th>252</th>\n","      <td>1206.500000</td>\n","      <td>2.151806e+07</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>253 rows × 2 columns</p>\n","</div>"],"text/plain":["            Open           GDP\n","0    1196.000000  2.112062e+07\n","1    1200.680054  2.112336e+07\n","2    1203.959961  2.112610e+07\n","3    1210.000000  2.112885e+07\n","4    1218.000000  2.113710e+07\n","..           ...           ...\n","248  1098.260010  2.153281e+07\n","249  1119.015015  2.153028e+07\n","250  1138.000000  2.152286e+07\n","251  1221.000000  2.152044e+07\n","252  1206.500000  2.151806e+07\n","\n","[253 rows x 2 columns]"]},"metadata":{"tags":[]},"execution_count":188}]},{"cell_type":"code","metadata":{"id":"SVGAHSgQyCJy","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1595783279022,"user_tz":-120,"elapsed":950,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"23a7c1b8-2fa7-45df-c2f9-fe28358c846e"},"source":["#original copy\n","X = K.copy()\n","\n","input = 3\n","X = series_to_supervised(X, input, 1, drop_col=False)\n","X\n","\n","#X, y\n","y = X.pop('var1(t)')\n","X = X.drop(['var2(t)'], axis=1)\n","\n","#scaling\n","scaler_1 = preprocessing.MinMaxScaler(feature_range=(0, 1))\n","X = pd.DataFrame(scaler_1.fit_transform(X))\n","X\n","scaler_1 = preprocessing.MinMaxScaler(feature_range=(0, 1))\n","y = pd.DataFrame(scaler_1.fit_transform(pd.DataFrame(y)))\n","y\n","\n","#train, test\n","X_train_, X_test_ = split(X, 0.1)\n","y_train_, y_test_ = split(y, 0.1)\n","X_ = X.copy()\n","y_ = y.copy()\n","print(X_train_.shape, X_test_.shape, y_train_.shape, y_test_.shape)"],"execution_count":189,"outputs":[{"output_type":"stream","text":["(225, 6) (25, 6) (225, 1) (25, 1)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"e0RFhAZay31K","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":654},"executionInfo":{"status":"ok","timestamp":1595770746116,"user_tz":-120,"elapsed":1048,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"5ac3e56f-7407-45f9-e39b-41ca155b851f"},"source":["import matplotlib.pyplot as plt\n","\n","fig=plt.figure(figsize=(20, 10), dpi= 80)\n","fig=plt.plot(y_)"],"execution_count":144,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1600x800 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"hnaL_Mlzy7D6","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1595770752355,"user_tz":-120,"elapsed":817,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["def transform_to_stationary(df):\n","  #create a differenced series\n","  def difference(dataset, interval=1):\n","    diff = list()\n","    for i in range(interval, len(dataset)):\n","      value = dataset[i] - dataset[i - interval]\n","      diff.append(value)\n","    return pd.DataFrame(diff)\n","  \n","  df = df.values #al di fuori delle funzioni voglio operare solo su un DataFrame\n","  df = difference(df, 1) #X ritorna ad essere un df\n","  return df"],"execution_count":145,"outputs":[]},{"cell_type":"code","metadata":{"id":"IaIdkFrgk1uX","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1595783568669,"user_tz":-120,"elapsed":804,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"a01199d4-fb52-41fd-b87f-97a8f5fb3980"},"source":["#only scaling\n","X = K.copy()\n","\n","#preprocessing\n","X = transform_to_stationary(X)\n","\n","X = series_to_supervised(X, input, 1, drop_col=False)\n","X\n","\n","#X, y\n","y = X.pop('var1(t)')\n","X = X.drop(['var2(t)'], axis=1)\n","\n","#scaling\n","scaler_2 = preprocessing.MinMaxScaler(feature_range=(0, 1))\n","X = pd.DataFrame(scaler_2.fit_transform(X))\n","X\n","scaler_2 = preprocessing.MinMaxScaler(feature_range=(0, 1))\n","y = pd.DataFrame(scaler_2.fit_transform(pd.DataFrame(y)))\n","y\n","\n","#train, test\n","X_train, X_test = split(X, 0.1)\n","y_train, y_test = split(y, 0.1)\n","X = X.copy()\n","y = y.copy()\n","print(X_train.shape, X_test.shape, y_train.shape, y_test.shape)"],"execution_count":200,"outputs":[{"output_type":"stream","text":["(225, 6) (24, 6) (225, 1) (24, 1)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"3-lYyE5fzUfm","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":654},"executionInfo":{"status":"ok","timestamp":1595783572167,"user_tz":-120,"elapsed":1511,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"d5357a2c-6d1d-4ec0-a9d0-325c1de760d1"},"source":["import matplotlib.pyplot as plt\n","\n","fig=plt.figure(figsize=(20, 10), dpi= 80)\n","fig=plt.plot(y)"],"execution_count":201,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1600x800 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"-yePvM-WzV2m","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":654},"executionInfo":{"status":"ok","timestamp":1595783575456,"user_tz":-120,"elapsed":1796,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"7ca5cde0-a3fe-498e-d48a-9d6bf4de6613"},"source":["import matplotlib.pyplot as plt\n","\n","fig=plt.figure(figsize=(20, 10), dpi= 80)\n","fig=plt.plot(X)"],"execution_count":202,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1600x800 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"xSr8eyjmza6v","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1595783579495,"user_tz":-120,"elapsed":1562,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"fe61c7b3-39b7-46e2-a9e4-29c52375dd6f"},"source":["#reshape [samples, n_input_timesteps, n_features]\n","X_train = X_train.reshape((225, 6, 1)) #che e.X_ e e.X abbiano eguali colonne o una in più è irrilevante, non ci sconvolgiamo per questo\n","y_train = y_train.reshape((225, 1, 1))\n","print(X_train.shape, y_train.shape)\n","#ogni singolo sample ha dimensioni [1, 6, 1]"],"execution_count":203,"outputs":[{"output_type":"stream","text":["(225, 6, 1) (225, 1, 1)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"bnwnivXEljpn","colab_type":"text"},"source":["##LSTM Model"]},{"cell_type":"code","metadata":{"id":"UXV479GTk3HO","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1595784257347,"user_tz":-120,"elapsed":486040,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"ebe3ace7-98f5-4be8-fca5-8c16433ee2c9"},"source":["#LSTM\n","%tensorflow_version 2.x\n","import tensorflow as tf\n","from tensorflow.keras import Sequential\n","from tensorflow.keras.layers import RepeatVector\n","from tensorflow.keras.layers import TimeDistributed\n","from tensorflow.keras import layers\n","from tensorflow.keras.layers import Dense\n","from tensorflow.keras.layers import LSTM\n","\n","model = Sequential()\n","model.add(LSTM(125, activation='relu', batch_input_shape=(1, 6, 1)))\n","model.add(RepeatVector(1)) #numero di output\n","model.add(LSTM(50, activation='relu', return_sequences=True))\n","model.add(TimeDistributed(Dense(1)))\n","model.compile(loss='mse', optimizer='adam')\n","#model.compile(optimizer='adam', loss='mse')\n","\n","model.fit(X_train, y_train, epochs=3000, batch_size=1, verbose=2, shuffle=False)\n","model.reset_states()\n","\n","X_test = X_test.reshape(24, 6, 1)\n","y_test = y_test.reshape(24, 1, 1)\n","print(X_test.shape, y_test.shape)"],"execution_count":204,"outputs":[{"output_type":"stream","text":["Epoch 1/1000\n","225/225 - 1s - loss: 0.0416\n","Epoch 2/1000\n","225/225 - 1s - loss: 0.0112\n","Epoch 3/1000\n","225/225 - 1s - loss: 0.0107\n","Epoch 4/1000\n","225/225 - 1s - loss: 0.0104\n","Epoch 5/1000\n","225/225 - 1s - loss: 0.0102\n","Epoch 6/1000\n","225/225 - 1s - loss: 0.0100\n","Epoch 7/1000\n","225/225 - 1s - loss: 0.0099\n","Epoch 8/1000\n","225/225 - 1s - loss: 0.0098\n","Epoch 9/1000\n","225/225 - 1s - loss: 0.0097\n","Epoch 10/1000\n","225/225 - 1s - loss: 0.0097\n","Epoch 11/1000\n","225/225 - 1s - loss: 0.0096\n","Epoch 12/1000\n","225/225 - 1s - loss: 0.0095\n","Epoch 13/1000\n","225/225 - 1s - loss: 0.0095\n","Epoch 14/1000\n","225/225 - 1s - loss: 0.0095\n","Epoch 15/1000\n","225/225 - 1s - loss: 0.0094\n","Epoch 16/1000\n","225/225 - 1s - loss: 0.0094\n","Epoch 17/1000\n","225/225 - 1s - loss: 0.0093\n","Epoch 18/1000\n","225/225 - 1s - loss: 0.0093\n","Epoch 19/1000\n","225/225 - 1s - loss: 0.0093\n","Epoch 20/1000\n","225/225 - 1s - loss: 0.0093\n","Epoch 21/1000\n","225/225 - 1s - loss: 0.0092\n","Epoch 22/1000\n","225/225 - 1s - loss: 0.0092\n","Epoch 23/1000\n","225/225 - 1s - loss: 0.0092\n","Epoch 24/1000\n","225/225 - 1s - loss: 0.0092\n","Epoch 25/1000\n","225/225 - 1s - loss: 0.0091\n","Epoch 26/1000\n","225/225 - 1s - loss: 0.0091\n","Epoch 27/1000\n","225/225 - 1s - loss: 0.0091\n","Epoch 28/1000\n","225/225 - 1s - loss: 0.0091\n","Epoch 29/1000\n","225/225 - 1s - loss: 0.0091\n","Epoch 30/1000\n","225/225 - 1s - loss: 0.0090\n","Epoch 31/1000\n","225/225 - 1s - loss: 0.0090\n","Epoch 32/1000\n","225/225 - 1s - loss: 0.0090\n","Epoch 33/1000\n","225/225 - 1s - loss: 0.0090\n","Epoch 34/1000\n","225/225 - 1s - loss: 0.0090\n","Epoch 35/1000\n","225/225 - 1s - loss: 0.0090\n","Epoch 36/1000\n","225/225 - 1s - loss: 0.0089\n","Epoch 37/1000\n","225/225 - 1s - loss: 0.0089\n","Epoch 38/1000\n","225/225 - 1s - loss: 0.0089\n","Epoch 39/1000\n","225/225 - 1s - loss: 0.0089\n","Epoch 40/1000\n","225/225 - 1s - loss: 0.0089\n","Epoch 41/1000\n","225/225 - 1s - loss: 0.0089\n","Epoch 42/1000\n","225/225 - 1s - loss: 0.0089\n","Epoch 43/1000\n","225/225 - 1s - loss: 0.0088\n","Epoch 44/1000\n","225/225 - 1s - loss: 0.0088\n","Epoch 45/1000\n","225/225 - 1s - loss: 0.0088\n","Epoch 46/1000\n","225/225 - 1s - loss: 0.0088\n","Epoch 47/1000\n","225/225 - 1s - loss: 0.0088\n","Epoch 48/1000\n","225/225 - 1s - loss: 0.0088\n","Epoch 49/1000\n","225/225 - 1s - loss: 0.0088\n","Epoch 50/1000\n","225/225 - 1s - loss: 0.0087\n","Epoch 51/1000\n","225/225 - 1s - loss: 0.0087\n","Epoch 52/1000\n","225/225 - 1s - loss: 0.0087\n","Epoch 53/1000\n","225/225 - 1s - loss: 0.0087\n","Epoch 54/1000\n","225/225 - 1s - loss: 0.0087\n","Epoch 55/1000\n","225/225 - 1s - loss: 0.0087\n","Epoch 56/1000\n","225/225 - 1s - loss: 0.0087\n","Epoch 57/1000\n","225/225 - 1s - loss: 0.0087\n","Epoch 58/1000\n","225/225 - 1s - loss: 0.0087\n","Epoch 59/1000\n","225/225 - 1s - loss: 0.0087\n","Epoch 60/1000\n","225/225 - 1s - loss: 0.0086\n","Epoch 61/1000\n","225/225 - 1s - loss: 0.0086\n","Epoch 62/1000\n","225/225 - 1s - loss: 0.0086\n","Epoch 63/1000\n","225/225 - 1s - loss: 0.0086\n","Epoch 64/1000\n","225/225 - 1s - loss: 0.0086\n","Epoch 65/1000\n","225/225 - 1s - loss: 0.0086\n","Epoch 66/1000\n","225/225 - 1s - loss: 0.0086\n","Epoch 67/1000\n","225/225 - 1s - loss: 0.0086\n","Epoch 68/1000\n","225/225 - 1s - loss: 0.0086\n","Epoch 69/1000\n","225/225 - 1s - loss: 0.0085\n","Epoch 70/1000\n","225/225 - 1s - loss: 0.0085\n","Epoch 71/1000\n","225/225 - 1s - loss: 0.0085\n","Epoch 72/1000\n","225/225 - 1s - loss: 0.0085\n","Epoch 73/1000\n","225/225 - 1s - loss: 0.0085\n","Epoch 74/1000\n","225/225 - 1s - loss: 0.0084\n","Epoch 75/1000\n","225/225 - 1s - loss: 0.0085\n","Epoch 76/1000\n","225/225 - 1s - loss: 0.0084\n","Epoch 77/1000\n","225/225 - 1s - loss: 0.0084\n","Epoch 78/1000\n","225/225 - 1s - loss: 0.0084\n","Epoch 79/1000\n","225/225 - 1s - loss: 0.0084\n","Epoch 80/1000\n","225/225 - 1s - loss: 0.0084\n","Epoch 81/1000\n","225/225 - 1s - loss: 0.0083\n","Epoch 82/1000\n","225/225 - 1s - loss: 0.0083\n","Epoch 83/1000\n","225/225 - 1s - loss: 0.0083\n","Epoch 84/1000\n","225/225 - 1s - loss: 0.0083\n","Epoch 85/1000\n","225/225 - 1s - loss: 0.0082\n","Epoch 86/1000\n","225/225 - 1s - loss: 0.0083\n","Epoch 87/1000\n","225/225 - 1s - loss: 0.0082\n","Epoch 88/1000\n","225/225 - 1s - loss: 0.0083\n","Epoch 89/1000\n","225/225 - 1s - loss: 0.0082\n","Epoch 90/1000\n","225/225 - 1s - loss: 0.0082\n","Epoch 91/1000\n","225/225 - 1s - loss: 0.0082\n","Epoch 92/1000\n","225/225 - 1s - loss: 0.0082\n","Epoch 93/1000\n","225/225 - 1s - loss: 0.0081\n","Epoch 94/1000\n","225/225 - 1s - loss: 0.0082\n","Epoch 95/1000\n","225/225 - 1s - loss: 0.0081\n","Epoch 96/1000\n","225/225 - 1s - loss: 0.0081\n","Epoch 97/1000\n","225/225 - 1s - loss: 0.0081\n","Epoch 98/1000\n","225/225 - 1s - loss: 0.0080\n","Epoch 99/1000\n","225/225 - 1s - loss: 0.0081\n","Epoch 100/1000\n","225/225 - 1s - loss: 0.0080\n","Epoch 101/1000\n","225/225 - 1s - loss: 0.0080\n","Epoch 102/1000\n","225/225 - 1s - loss: 0.0081\n","Epoch 103/1000\n","225/225 - 1s - loss: 0.0080\n","Epoch 104/1000\n","225/225 - 1s - loss: 0.0080\n","Epoch 105/1000\n","225/225 - 1s - loss: 0.0081\n","Epoch 106/1000\n","225/225 - 1s - loss: 0.0079\n","Epoch 107/1000\n","225/225 - 1s - loss: 0.0079\n","Epoch 108/1000\n","225/225 - 1s - loss: 0.0079\n","Epoch 109/1000\n","225/225 - 1s - loss: 0.0079\n","Epoch 110/1000\n","225/225 - 1s - loss: 0.0078\n","Epoch 111/1000\n","225/225 - 1s - loss: 0.0079\n","Epoch 112/1000\n","225/225 - 1s - loss: 0.0078\n","Epoch 113/1000\n","225/225 - 1s - loss: 0.0080\n","Epoch 114/1000\n","225/225 - 1s - loss: 0.0078\n","Epoch 115/1000\n","225/225 - 1s - loss: 0.0079\n","Epoch 116/1000\n","225/225 - 1s - loss: 0.0077\n","Epoch 117/1000\n","225/225 - 1s - loss: 0.0077\n","Epoch 118/1000\n","225/225 - 1s - loss: 0.0077\n","Epoch 119/1000\n","225/225 - 1s - loss: 0.0077\n","Epoch 120/1000\n","225/225 - 1s - loss: 0.0078\n","Epoch 121/1000\n","225/225 - 1s - loss: 0.0082\n","Epoch 122/1000\n","225/225 - 1s - loss: 0.0077\n","Epoch 123/1000\n","225/225 - 1s - loss: 0.0076\n","Epoch 124/1000\n","225/225 - 1s - loss: 0.0077\n","Epoch 125/1000\n","225/225 - 1s - loss: 0.0077\n","Epoch 126/1000\n","225/225 - 1s - loss: 0.0078\n","Epoch 127/1000\n","225/225 - 1s - loss: 0.0076\n","Epoch 128/1000\n","225/225 - 1s - loss: 0.0076\n","Epoch 129/1000\n","225/225 - 1s - loss: 0.0078\n","Epoch 130/1000\n","225/225 - 1s - loss: 0.0075\n","Epoch 131/1000\n","225/225 - 1s - loss: 0.0075\n","Epoch 132/1000\n","225/225 - 1s - loss: 0.0075\n","Epoch 133/1000\n","225/225 - 1s - loss: 0.0075\n","Epoch 134/1000\n","225/225 - 1s - loss: 0.0075\n","Epoch 135/1000\n","225/225 - 1s - loss: 0.0074\n","Epoch 136/1000\n","225/225 - 1s - loss: 0.0078\n","Epoch 137/1000\n","225/225 - 1s - loss: 0.0074\n","Epoch 138/1000\n","225/225 - 1s - loss: 0.0074\n","Epoch 139/1000\n","225/225 - 1s - loss: 0.0074\n","Epoch 140/1000\n","225/225 - 1s - loss: 0.0073\n","Epoch 141/1000\n","225/225 - 1s - loss: 0.0074\n","Epoch 142/1000\n","225/225 - 1s - loss: 0.0077\n","Epoch 143/1000\n","225/225 - 1s - loss: 0.0077\n","Epoch 144/1000\n","225/225 - 1s - loss: 0.0073\n","Epoch 145/1000\n","225/225 - 1s - loss: 0.0074\n","Epoch 146/1000\n","225/225 - 1s - loss: 0.0076\n","Epoch 147/1000\n","225/225 - 1s - loss: 0.0073\n","Epoch 148/1000\n","225/225 - 1s - loss: 0.0084\n","Epoch 149/1000\n","225/225 - 1s - loss: 0.0078\n","Epoch 150/1000\n","225/225 - 1s - loss: 0.0072\n","Epoch 151/1000\n","225/225 - 1s - loss: 0.0072\n","Epoch 152/1000\n","225/225 - 1s - loss: 0.0073\n","Epoch 153/1000\n","225/225 - 1s - loss: 0.0076\n","Epoch 154/1000\n","225/225 - 1s - loss: 0.0075\n","Epoch 155/1000\n","225/225 - 1s - loss: 0.0071\n","Epoch 156/1000\n","225/225 - 1s - loss: 0.0075\n","Epoch 157/1000\n","225/225 - 1s - loss: 0.0074\n","Epoch 158/1000\n","225/225 - 1s - loss: 0.0077\n","Epoch 159/1000\n","225/225 - 1s - loss: 0.0073\n","Epoch 160/1000\n","225/225 - 1s - loss: 0.0072\n","Epoch 161/1000\n","225/225 - 1s - loss: 0.0072\n","Epoch 162/1000\n","225/225 - 1s - loss: 0.0073\n","Epoch 163/1000\n","225/225 - 1s - loss: 0.0074\n","Epoch 164/1000\n","225/225 - 1s - loss: 0.0077\n","Epoch 165/1000\n","225/225 - 1s - loss: 0.0073\n","Epoch 166/1000\n","225/225 - 1s - loss: 0.0073\n","Epoch 167/1000\n","225/225 - 1s - loss: 0.0075\n","Epoch 168/1000\n","225/225 - 1s - loss: 0.0073\n","Epoch 169/1000\n","225/225 - 1s - loss: 0.0072\n","Epoch 170/1000\n","225/225 - 1s - loss: 0.0073\n","Epoch 171/1000\n","225/225 - 1s - loss: 0.0072\n","Epoch 172/1000\n","225/225 - 1s - loss: 0.0074\n","Epoch 173/1000\n","225/225 - 1s - loss: 0.0073\n","Epoch 174/1000\n","225/225 - 1s - loss: 0.0070\n","Epoch 175/1000\n","225/225 - 1s - loss: 0.0070\n","Epoch 176/1000\n","225/225 - 1s - loss: 0.0071\n","Epoch 177/1000\n","225/225 - 1s - loss: 0.0071\n","Epoch 178/1000\n","225/225 - 1s - loss: 0.0070\n","Epoch 179/1000\n","225/225 - 1s - loss: 0.0071\n","Epoch 180/1000\n","225/225 - 1s - loss: 0.0071\n","Epoch 181/1000\n","225/225 - 1s - loss: 0.0072\n","Epoch 182/1000\n","225/225 - 1s - loss: 0.0072\n","Epoch 183/1000\n","225/225 - 1s - loss: 0.0073\n","Epoch 184/1000\n","225/225 - 1s - loss: 0.0071\n","Epoch 185/1000\n","225/225 - 1s - loss: 0.0071\n","Epoch 186/1000\n","225/225 - 1s - loss: 0.0071\n","Epoch 187/1000\n","225/225 - 1s - loss: 0.0070\n","Epoch 188/1000\n","225/225 - 1s - loss: 0.0072\n","Epoch 189/1000\n","225/225 - 1s - loss: 0.0071\n","Epoch 190/1000\n","225/225 - 1s - loss: 0.0071\n","Epoch 191/1000\n","225/225 - 1s - loss: 0.0072\n","Epoch 192/1000\n","225/225 - 1s - loss: 0.0071\n","Epoch 193/1000\n","225/225 - 1s - loss: 0.0070\n","Epoch 194/1000\n","225/225 - 1s - loss: 0.0070\n","Epoch 195/1000\n","225/225 - 1s - loss: 0.0069\n","Epoch 196/1000\n","225/225 - 1s - loss: 0.0070\n","Epoch 197/1000\n","225/225 - 1s - loss: 0.0068\n","Epoch 198/1000\n","225/225 - 1s - loss: 0.0069\n","Epoch 199/1000\n","225/225 - 1s - loss: 0.0068\n","Epoch 200/1000\n","225/225 - 1s - loss: 0.0069\n","Epoch 201/1000\n","225/225 - 1s - loss: 0.0068\n","Epoch 202/1000\n","225/225 - 1s - loss: 0.0071\n","Epoch 203/1000\n","225/225 - 1s - loss: 0.0070\n","Epoch 204/1000\n","225/225 - 1s - loss: 0.0070\n","Epoch 205/1000\n","225/225 - 1s - loss: 0.0070\n","Epoch 206/1000\n","225/225 - 1s - loss: 0.0070\n","Epoch 207/1000\n","225/225 - 1s - loss: 0.0067\n","Epoch 208/1000\n","225/225 - 1s - loss: 0.0067\n","Epoch 209/1000\n","225/225 - 1s - loss: 0.0068\n","Epoch 210/1000\n","225/225 - 1s - loss: 0.0070\n","Epoch 211/1000\n","225/225 - 1s - loss: 0.0068\n","Epoch 212/1000\n","225/225 - 1s - loss: 0.0068\n","Epoch 213/1000\n","225/225 - 1s - loss: 0.0068\n","Epoch 214/1000\n","225/225 - 1s - loss: 0.0068\n","Epoch 215/1000\n","225/225 - 1s - loss: 0.0068\n","Epoch 216/1000\n","225/225 - 1s - loss: 0.0066\n","Epoch 217/1000\n","225/225 - 1s - loss: 0.0067\n","Epoch 218/1000\n","225/225 - 1s - loss: 0.0067\n","Epoch 219/1000\n","225/225 - 1s - loss: 0.0066\n","Epoch 220/1000\n","225/225 - 1s - loss: 0.0067\n","Epoch 221/1000\n","225/225 - 1s - loss: 0.0072\n","Epoch 222/1000\n","225/225 - 1s - loss: 0.0069\n","Epoch 223/1000\n","225/225 - 1s - loss: 0.0067\n","Epoch 224/1000\n","225/225 - 1s - loss: 0.0064\n","Epoch 225/1000\n","225/225 - 1s - loss: 0.0065\n","Epoch 226/1000\n","225/225 - 1s - loss: 0.0067\n","Epoch 227/1000\n","225/225 - 1s - loss: 0.0070\n","Epoch 228/1000\n","225/225 - 1s - loss: 0.0065\n","Epoch 229/1000\n","225/225 - 1s - loss: 0.0065\n","Epoch 230/1000\n","225/225 - 1s - loss: 0.0064\n","Epoch 231/1000\n","225/225 - 1s - loss: 0.0068\n","Epoch 232/1000\n","225/225 - 1s - loss: 0.0066\n","Epoch 233/1000\n","225/225 - 1s - loss: 0.0063\n","Epoch 234/1000\n","225/225 - 1s - loss: 0.0065\n","Epoch 235/1000\n","225/225 - 1s - loss: 0.0064\n","Epoch 236/1000\n","225/225 - 1s - loss: 0.0067\n","Epoch 237/1000\n","225/225 - 1s - loss: 0.0068\n","Epoch 238/1000\n","225/225 - 1s - loss: 0.0065\n","Epoch 239/1000\n","225/225 - 1s - loss: 0.0067\n","Epoch 240/1000\n","225/225 - 1s - loss: 0.0065\n","Epoch 241/1000\n","225/225 - 1s - loss: 0.0065\n","Epoch 242/1000\n","225/225 - 1s - loss: 0.0067\n","Epoch 243/1000\n","225/225 - 1s - loss: 0.0065\n","Epoch 244/1000\n","225/225 - 1s - loss: 0.0068\n","Epoch 245/1000\n","225/225 - 1s - loss: 0.0065\n","Epoch 246/1000\n","225/225 - 1s - loss: 0.0069\n","Epoch 247/1000\n","225/225 - 1s - loss: 0.0067\n","Epoch 248/1000\n","225/225 - 1s - loss: 0.0064\n","Epoch 249/1000\n","225/225 - 1s - loss: 0.0066\n","Epoch 250/1000\n","225/225 - 1s - loss: 0.0064\n","Epoch 251/1000\n","225/225 - 1s - loss: 0.0066\n","Epoch 252/1000\n","225/225 - 1s - loss: 0.0068\n","Epoch 253/1000\n","225/225 - 1s - loss: 0.0065\n","Epoch 254/1000\n","225/225 - 1s - loss: 0.0064\n","Epoch 255/1000\n","225/225 - 1s - loss: 0.0067\n","Epoch 256/1000\n","225/225 - 1s - loss: 0.0068\n","Epoch 257/1000\n","225/225 - 1s - loss: 0.0063\n","Epoch 258/1000\n","225/225 - 1s - loss: 0.0062\n","Epoch 259/1000\n","225/225 - 1s - loss: 0.0063\n","Epoch 260/1000\n","225/225 - 1s - loss: 0.0064\n","Epoch 261/1000\n","225/225 - 1s - loss: 0.0067\n","Epoch 262/1000\n","225/225 - 1s - loss: 0.0065\n","Epoch 263/1000\n","225/225 - 1s - loss: 0.0064\n","Epoch 264/1000\n","225/225 - 1s - loss: 0.0065\n","Epoch 265/1000\n","225/225 - 1s - loss: 0.0065\n","Epoch 266/1000\n","225/225 - 1s - loss: 0.0064\n","Epoch 267/1000\n","225/225 - 1s - loss: 0.0064\n","Epoch 268/1000\n","225/225 - 1s - loss: 0.0062\n","Epoch 269/1000\n","225/225 - 1s - loss: 0.0063\n","Epoch 270/1000\n","225/225 - 1s - loss: 0.0067\n","Epoch 271/1000\n","225/225 - 1s - loss: 0.0063\n","Epoch 272/1000\n","225/225 - 1s - loss: 0.0069\n","Epoch 273/1000\n","225/225 - 1s - loss: 0.0066\n","Epoch 274/1000\n","225/225 - 1s - loss: 0.0063\n","Epoch 275/1000\n","225/225 - 1s - loss: 0.0064\n","Epoch 276/1000\n","225/225 - 1s - loss: 0.0063\n","Epoch 277/1000\n","225/225 - 1s - loss: 0.0065\n","Epoch 278/1000\n","225/225 - 1s - loss: 0.0064\n","Epoch 279/1000\n","225/225 - 1s - loss: 0.0063\n","Epoch 280/1000\n","225/225 - 1s - loss: 0.0066\n","Epoch 281/1000\n","225/225 - 1s - loss: 0.0063\n","Epoch 282/1000\n","225/225 - 1s - loss: 0.0063\n","Epoch 283/1000\n","225/225 - 1s - loss: 0.0063\n","Epoch 284/1000\n","225/225 - 1s - loss: 0.0065\n","Epoch 285/1000\n","225/225 - 1s - loss: 0.0063\n","Epoch 286/1000\n","225/225 - 1s - loss: 0.0062\n","Epoch 287/1000\n","225/225 - 1s - loss: 0.0071\n","Epoch 288/1000\n","225/225 - 1s - loss: 0.0064\n","Epoch 289/1000\n","225/225 - 1s - loss: 0.0064\n","Epoch 290/1000\n","225/225 - 1s - loss: 0.0061\n","Epoch 291/1000\n","225/225 - 1s - loss: 0.0061\n","Epoch 292/1000\n","225/225 - 1s - loss: 0.0062\n","Epoch 293/1000\n","225/225 - 1s - loss: 0.0064\n","Epoch 294/1000\n","225/225 - 1s - loss: 0.0061\n","Epoch 295/1000\n","225/225 - 1s - loss: 0.0067\n","Epoch 296/1000\n","225/225 - 1s - loss: 0.0060\n","Epoch 297/1000\n","225/225 - 1s - loss: 0.0060\n","Epoch 298/1000\n","225/225 - 1s - loss: 0.0062\n","Epoch 299/1000\n","225/225 - 1s - loss: 0.0062\n","Epoch 300/1000\n","225/225 - 1s - loss: 0.0070\n","Epoch 301/1000\n","225/225 - 1s - loss: 0.0064\n","Epoch 302/1000\n","225/225 - 1s - loss: 0.0061\n","Epoch 303/1000\n","225/225 - 1s - loss: 0.0061\n","Epoch 304/1000\n","225/225 - 1s - loss: 0.0063\n","Epoch 305/1000\n","225/225 - 1s - loss: 0.0068\n","Epoch 306/1000\n","225/225 - 1s - loss: 0.0061\n","Epoch 307/1000\n","225/225 - 1s - loss: 0.0078\n","Epoch 308/1000\n","225/225 - 1s - loss: 0.0061\n","Epoch 309/1000\n","225/225 - 1s - loss: 0.0063\n","Epoch 310/1000\n","225/225 - 1s - loss: 0.0062\n","Epoch 311/1000\n","225/225 - 1s - loss: 0.0065\n","Epoch 312/1000\n","225/225 - 1s - loss: 0.0060\n","Epoch 313/1000\n","225/225 - 1s - loss: 0.0070\n","Epoch 314/1000\n","225/225 - 1s - loss: 0.0061\n","Epoch 315/1000\n","225/225 - 1s - loss: 0.0062\n","Epoch 316/1000\n","225/225 - 1s - loss: 0.0065\n","Epoch 317/1000\n","225/225 - 1s - loss: 0.0062\n","Epoch 318/1000\n","225/225 - 1s - loss: 0.0079\n","Epoch 319/1000\n","225/225 - 1s - loss: 0.0065\n","Epoch 320/1000\n","225/225 - 1s - loss: 0.0060\n","Epoch 321/1000\n","225/225 - 1s - loss: 0.0060\n","Epoch 322/1000\n","225/225 - 1s - loss: 0.0061\n","Epoch 323/1000\n","225/225 - 1s - loss: 0.0064\n","Epoch 324/1000\n","225/225 - 1s - loss: 0.0065\n","Epoch 325/1000\n","225/225 - 1s - loss: 0.0062\n","Epoch 326/1000\n","225/225 - 1s - loss: 0.0062\n","Epoch 327/1000\n","225/225 - 1s - loss: 0.0062\n","Epoch 328/1000\n","225/225 - 1s - loss: 0.0061\n","Epoch 329/1000\n","225/225 - 1s - loss: 0.0061\n","Epoch 330/1000\n","225/225 - 1s - loss: 0.0059\n","Epoch 331/1000\n","225/225 - 1s - loss: 0.0058\n","Epoch 332/1000\n","225/225 - 1s - loss: 0.0057\n","Epoch 333/1000\n","225/225 - 1s - loss: 0.0059\n","Epoch 334/1000\n","225/225 - 1s - loss: 0.0057\n","Epoch 335/1000\n","225/225 - 1s - loss: 0.0057\n","Epoch 336/1000\n","225/225 - 1s - loss: 0.0056\n","Epoch 337/1000\n","225/225 - 1s - loss: 0.0058\n","Epoch 338/1000\n","225/225 - 1s - loss: 0.0058\n","Epoch 339/1000\n","225/225 - 1s - loss: 0.0059\n","Epoch 340/1000\n","225/225 - 1s - loss: 0.0060\n","Epoch 341/1000\n","225/225 - 1s - loss: 0.0058\n","Epoch 342/1000\n","225/225 - 1s - loss: 0.0054\n","Epoch 343/1000\n","225/225 - 1s - loss: 0.0054\n","Epoch 344/1000\n","225/225 - 1s - loss: 0.0055\n","Epoch 345/1000\n","225/225 - 1s - loss: 0.0056\n","Epoch 346/1000\n","225/225 - 1s - loss: 0.0056\n","Epoch 347/1000\n","225/225 - 1s - loss: 0.0056\n","Epoch 348/1000\n","225/225 - 1s - loss: 0.0054\n","Epoch 349/1000\n","225/225 - 1s - loss: 0.0055\n","Epoch 350/1000\n","225/225 - 1s - loss: 0.0053\n","Epoch 351/1000\n","225/225 - 1s - loss: 0.0054\n","Epoch 352/1000\n","225/225 - 1s - loss: 0.0053\n","Epoch 353/1000\n","225/225 - 1s - loss: 0.0053\n","Epoch 354/1000\n","225/225 - 1s - loss: 0.0055\n","Epoch 355/1000\n","225/225 - 1s - loss: 0.0055\n","Epoch 356/1000\n","225/225 - 1s - loss: 0.0055\n","Epoch 357/1000\n","225/225 - 1s - loss: 0.0061\n","Epoch 358/1000\n","225/225 - 1s - loss: 0.0053\n","Epoch 359/1000\n","225/225 - 1s - loss: 0.0054\n","Epoch 360/1000\n","225/225 - 1s - loss: 0.0056\n","Epoch 361/1000\n","225/225 - 1s - loss: 0.0054\n","Epoch 362/1000\n","225/225 - 1s - loss: 0.0054\n","Epoch 363/1000\n","225/225 - 1s - loss: 0.0056\n","Epoch 364/1000\n","225/225 - 1s - loss: 0.0055\n","Epoch 365/1000\n","225/225 - 1s - loss: 0.0055\n","Epoch 366/1000\n","225/225 - 1s - loss: 0.0054\n","Epoch 367/1000\n","225/225 - 1s - loss: 0.0053\n","Epoch 368/1000\n","225/225 - 1s - loss: 0.0056\n","Epoch 369/1000\n","225/225 - 1s - loss: 0.0056\n","Epoch 370/1000\n","225/225 - 1s - loss: 0.0053\n","Epoch 371/1000\n","225/225 - 1s - loss: 0.0052\n","Epoch 372/1000\n","225/225 - 1s - loss: 0.0052\n","Epoch 373/1000\n","225/225 - 1s - loss: 0.0051\n","Epoch 374/1000\n","225/225 - 1s - loss: 0.0051\n","Epoch 375/1000\n","225/225 - 1s - loss: 0.0053\n","Epoch 376/1000\n","225/225 - 1s - loss: 0.0052\n","Epoch 377/1000\n","225/225 - 1s - loss: 0.0059\n","Epoch 378/1000\n","225/225 - 1s - loss: 0.0052\n","Epoch 379/1000\n","225/225 - 1s - loss: 0.0050\n","Epoch 380/1000\n","225/225 - 1s - loss: 0.0050\n","Epoch 381/1000\n","225/225 - 1s - loss: 0.0051\n","Epoch 382/1000\n","225/225 - 1s - loss: 0.0054\n","Epoch 383/1000\n","225/225 - 1s - loss: 0.0059\n","Epoch 384/1000\n","225/225 - 1s - loss: 0.0055\n","Epoch 385/1000\n","225/225 - 1s - loss: 0.0051\n","Epoch 386/1000\n","225/225 - 1s - loss: 0.0050\n","Epoch 387/1000\n","225/225 - 1s - loss: 0.0049\n","Epoch 388/1000\n","225/225 - 1s - loss: 0.0049\n","Epoch 389/1000\n","225/225 - 1s - loss: 0.0049\n","Epoch 390/1000\n","225/225 - 1s - loss: 0.0048\n","Epoch 391/1000\n","225/225 - 1s - loss: 0.0048\n","Epoch 392/1000\n","225/225 - 1s - loss: 0.0048\n","Epoch 393/1000\n","225/225 - 1s - loss: 0.0048\n","Epoch 394/1000\n","225/225 - 1s - loss: 0.0048\n","Epoch 395/1000\n","225/225 - 1s - loss: 0.0049\n","Epoch 396/1000\n","225/225 - 1s - loss: 0.0050\n","Epoch 397/1000\n","225/225 - 1s - loss: 0.0054\n","Epoch 398/1000\n","225/225 - 1s - loss: 0.0057\n","Epoch 399/1000\n","225/225 - 1s - loss: 0.0051\n","Epoch 400/1000\n","225/225 - 1s - loss: 0.0048\n","Epoch 401/1000\n","225/225 - 1s - loss: 0.0048\n","Epoch 402/1000\n","225/225 - 1s - loss: 0.0047\n","Epoch 403/1000\n","225/225 - 1s - loss: 0.0047\n","Epoch 404/1000\n","225/225 - 1s - loss: 0.0047\n","Epoch 405/1000\n","225/225 - 1s - loss: 0.0047\n","Epoch 406/1000\n","225/225 - 1s - loss: 0.0049\n","Epoch 407/1000\n","225/225 - 1s - loss: 0.0047\n","Epoch 408/1000\n","225/225 - 1s - loss: 0.0048\n","Epoch 409/1000\n","225/225 - 1s - loss: 0.0049\n","Epoch 410/1000\n","225/225 - 1s - loss: 0.0048\n","Epoch 411/1000\n","225/225 - 1s - loss: 0.0047\n","Epoch 412/1000\n","225/225 - 1s - loss: 0.0048\n","Epoch 413/1000\n","225/225 - 1s - loss: 0.0046\n","Epoch 414/1000\n","225/225 - 1s - loss: 0.0046\n","Epoch 415/1000\n","225/225 - 1s - loss: 0.0047\n","Epoch 416/1000\n","225/225 - 1s - loss: 0.0048\n","Epoch 417/1000\n","225/225 - 1s - loss: 0.0048\n","Epoch 418/1000\n","225/225 - 1s - loss: 0.0049\n","Epoch 419/1000\n","225/225 - 1s - loss: 0.0048\n","Epoch 420/1000\n","225/225 - 1s - loss: 0.0049\n","Epoch 421/1000\n","225/225 - 1s - loss: 0.0047\n","Epoch 422/1000\n","225/225 - 1s - loss: 0.0045\n","Epoch 423/1000\n","225/225 - 1s - loss: 0.0046\n","Epoch 424/1000\n","225/225 - 1s - loss: 0.0045\n","Epoch 425/1000\n","225/225 - 1s - loss: 0.0045\n","Epoch 426/1000\n","225/225 - 1s - loss: 0.0045\n","Epoch 427/1000\n","225/225 - 1s - loss: 0.0046\n","Epoch 428/1000\n","225/225 - 1s - loss: 0.0046\n","Epoch 429/1000\n","225/225 - 1s - loss: 0.0047\n","Epoch 430/1000\n","225/225 - 1s - loss: 0.0064\n","Epoch 431/1000\n","225/225 - 1s - loss: 0.0063\n","Epoch 432/1000\n","225/225 - 1s - loss: 0.0058\n","Epoch 433/1000\n","225/225 - 1s - loss: 0.0072\n","Epoch 434/1000\n","225/225 - 1s - loss: 0.0064\n","Epoch 435/1000\n","225/225 - 1s - loss: 0.0054\n","Epoch 436/1000\n","225/225 - 1s - loss: 0.0046\n","Epoch 437/1000\n","225/225 - 1s - loss: 0.0046\n","Epoch 438/1000\n","225/225 - 1s - loss: 0.0045\n","Epoch 439/1000\n","225/225 - 1s - loss: 0.0045\n","Epoch 440/1000\n","225/225 - 1s - loss: 0.0044\n","Epoch 441/1000\n","225/225 - 1s - loss: 0.0044\n","Epoch 442/1000\n","225/225 - 1s - loss: 0.0044\n","Epoch 443/1000\n","225/225 - 1s - loss: 0.0044\n","Epoch 444/1000\n","225/225 - 1s - loss: 0.0044\n","Epoch 445/1000\n","225/225 - 1s - loss: 0.0045\n","Epoch 446/1000\n","225/225 - 1s - loss: 0.0044\n","Epoch 447/1000\n","225/225 - 1s - loss: 0.0045\n","Epoch 448/1000\n","225/225 - 1s - loss: 0.0045\n","Epoch 449/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 450/1000\n","225/225 - 1s - loss: 0.0045\n","Epoch 451/1000\n","225/225 - 1s - loss: 0.0044\n","Epoch 452/1000\n","225/225 - 1s - loss: 0.0044\n","Epoch 453/1000\n","225/225 - 1s - loss: 0.0044\n","Epoch 454/1000\n","225/225 - 1s - loss: 0.0045\n","Epoch 455/1000\n","225/225 - 1s - loss: 0.0044\n","Epoch 456/1000\n","225/225 - 1s - loss: 0.0046\n","Epoch 457/1000\n","225/225 - 1s - loss: 0.0045\n","Epoch 458/1000\n","225/225 - 1s - loss: 0.0045\n","Epoch 459/1000\n","225/225 - 1s - loss: 0.0044\n","Epoch 460/1000\n","225/225 - 1s - loss: 0.0045\n","Epoch 461/1000\n","225/225 - 1s - loss: 0.0044\n","Epoch 462/1000\n","225/225 - 1s - loss: 0.0044\n","Epoch 463/1000\n","225/225 - 1s - loss: 0.0051\n","Epoch 464/1000\n","225/225 - 1s - loss: 0.0050\n","Epoch 465/1000\n","225/225 - 1s - loss: 0.0044\n","Epoch 466/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 467/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 468/1000\n","225/225 - 1s - loss: 0.0044\n","Epoch 469/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 470/1000\n","225/225 - 1s - loss: 0.0044\n","Epoch 471/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 472/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 473/1000\n","225/225 - 1s - loss: 0.0045\n","Epoch 474/1000\n","225/225 - 1s - loss: 0.0047\n","Epoch 475/1000\n","225/225 - 1s - loss: 0.0051\n","Epoch 476/1000\n","225/225 - 1s - loss: 0.0054\n","Epoch 477/1000\n","225/225 - 1s - loss: 0.0045\n","Epoch 478/1000\n","225/225 - 1s - loss: 0.0048\n","Epoch 479/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 480/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 481/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 482/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 483/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 484/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 485/1000\n","225/225 - 1s - loss: 0.0044\n","Epoch 486/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 487/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 488/1000\n","225/225 - 1s - loss: 0.0044\n","Epoch 489/1000\n","225/225 - 1s - loss: 0.0044\n","Epoch 490/1000\n","225/225 - 1s - loss: 0.0044\n","Epoch 491/1000\n","225/225 - 1s - loss: 0.0047\n","Epoch 492/1000\n","225/225 - 1s - loss: 0.0056\n","Epoch 493/1000\n","225/225 - 1s - loss: 0.0059\n","Epoch 494/1000\n","225/225 - 1s - loss: 0.0047\n","Epoch 495/1000\n","225/225 - 1s - loss: 0.0045\n","Epoch 496/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 497/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 498/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 499/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 500/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 501/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 502/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 503/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 504/1000\n","225/225 - 1s - loss: 0.0048\n","Epoch 505/1000\n","225/225 - 1s - loss: 0.0044\n","Epoch 506/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 507/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 508/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 509/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 510/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 511/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 512/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 513/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 514/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 515/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 516/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 517/1000\n","225/225 - 1s - loss: 0.0044\n","Epoch 518/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 519/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 520/1000\n","225/225 - 1s - loss: 0.0044\n","Epoch 521/1000\n","225/225 - 1s - loss: 0.0047\n","Epoch 522/1000\n","225/225 - 1s - loss: 0.0045\n","Epoch 523/1000\n","225/225 - 1s - loss: 0.0045\n","Epoch 524/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 525/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 526/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 527/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 528/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 529/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 530/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 531/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 532/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 533/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 534/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 535/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 536/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 537/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 538/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 539/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 540/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 541/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 542/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 543/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 544/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 545/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 546/1000\n","225/225 - 1s - loss: 0.0046\n","Epoch 547/1000\n","225/225 - 1s - loss: 0.0052\n","Epoch 548/1000\n","225/225 - 1s - loss: 0.0044\n","Epoch 549/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 550/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 551/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 552/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 553/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 554/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 555/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 556/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 557/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 558/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 559/1000\n","225/225 - 1s - loss: 0.0045\n","Epoch 560/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 561/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 562/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 563/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 564/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 565/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 566/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 567/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 568/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 569/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 570/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 571/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 572/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 573/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 574/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 575/1000\n","225/225 - 1s - loss: 0.0048\n","Epoch 576/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 577/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 578/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 579/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 580/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 581/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 582/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 583/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 584/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 585/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 586/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 587/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 588/1000\n","225/225 - 1s - loss: 0.0047\n","Epoch 589/1000\n","225/225 - 1s - loss: 0.0048\n","Epoch 590/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 591/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 592/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 593/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 594/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 595/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 596/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 597/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 598/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 599/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 600/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 601/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 602/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 603/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 604/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 605/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 606/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 607/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 608/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 609/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 610/1000\n","225/225 - 1s - loss: 0.0038\n","Epoch 611/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 612/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 613/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 614/1000\n","225/225 - 1s - loss: 0.0046\n","Epoch 615/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 616/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 617/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 618/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 619/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 620/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 621/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 622/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 623/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 624/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 625/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 626/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 627/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 628/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 629/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 630/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 631/1000\n","225/225 - 1s - loss: 0.0042\n","Epoch 632/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 633/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 634/1000\n","225/225 - 1s - loss: 0.0038\n","Epoch 635/1000\n","225/225 - 1s - loss: 0.0038\n","Epoch 636/1000\n","225/225 - 1s - loss: 0.0038\n","Epoch 637/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 638/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 639/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 640/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 641/1000\n","225/225 - 1s - loss: 0.0038\n","Epoch 642/1000\n","225/225 - 1s - loss: 0.0038\n","Epoch 643/1000\n","225/225 - 1s - loss: 0.0038\n","Epoch 644/1000\n","225/225 - 1s - loss: 0.0038\n","Epoch 645/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 646/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 647/1000\n","225/225 - 1s - loss: 0.0038\n","Epoch 648/1000\n","225/225 - 1s - loss: 0.0038\n","Epoch 649/1000\n","225/225 - 1s - loss: 0.0037\n","Epoch 650/1000\n","225/225 - 1s - loss: 0.0037\n","Epoch 651/1000\n","225/225 - 1s - loss: 0.0038\n","Epoch 652/1000\n","225/225 - 1s - loss: 0.0038\n","Epoch 653/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 654/1000\n","225/225 - 1s - loss: 0.0038\n","Epoch 655/1000\n","225/225 - 1s - loss: 0.0037\n","Epoch 656/1000\n","225/225 - 1s - loss: 0.0037\n","Epoch 657/1000\n","225/225 - 1s - loss: 0.0037\n","Epoch 658/1000\n","225/225 - 1s - loss: 0.0037\n","Epoch 659/1000\n","225/225 - 1s - loss: 0.0037\n","Epoch 660/1000\n","225/225 - 1s - loss: 0.0037\n","Epoch 661/1000\n","225/225 - 1s - loss: 0.0036\n","Epoch 662/1000\n","225/225 - 1s - loss: 0.0036\n","Epoch 663/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 664/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 665/1000\n","225/225 - 1s - loss: 0.0038\n","Epoch 666/1000\n","225/225 - 1s - loss: 0.0037\n","Epoch 667/1000\n","225/225 - 1s - loss: 0.0037\n","Epoch 668/1000\n","225/225 - 1s - loss: 0.0037\n","Epoch 669/1000\n","225/225 - 1s - loss: 0.0037\n","Epoch 670/1000\n","225/225 - 1s - loss: 0.0038\n","Epoch 671/1000\n","225/225 - 1s - loss: 0.0038\n","Epoch 672/1000\n","225/225 - 1s - loss: 0.0037\n","Epoch 673/1000\n","225/225 - 1s - loss: 0.0035\n","Epoch 674/1000\n","225/225 - 1s - loss: 0.0036\n","Epoch 675/1000\n","225/225 - 1s - loss: 0.0035\n","Epoch 676/1000\n","225/225 - 1s - loss: 0.0035\n","Epoch 677/1000\n","225/225 - 1s - loss: 0.0035\n","Epoch 678/1000\n","225/225 - 1s - loss: 0.0037\n","Epoch 679/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 680/1000\n","225/225 - 1s - loss: 0.0038\n","Epoch 681/1000\n","225/225 - 1s - loss: 0.0037\n","Epoch 682/1000\n","225/225 - 1s - loss: 0.0038\n","Epoch 683/1000\n","225/225 - 1s - loss: 0.0036\n","Epoch 684/1000\n","225/225 - 1s - loss: 0.0036\n","Epoch 685/1000\n","225/225 - 1s - loss: 0.0036\n","Epoch 686/1000\n","225/225 - 1s - loss: 0.0036\n","Epoch 687/1000\n","225/225 - 1s - loss: 0.0037\n","Epoch 688/1000\n","225/225 - 1s - loss: 0.0036\n","Epoch 689/1000\n","225/225 - 1s - loss: 0.0035\n","Epoch 690/1000\n","225/225 - 1s - loss: 0.0035\n","Epoch 691/1000\n","225/225 - 1s - loss: 0.0035\n","Epoch 692/1000\n","225/225 - 1s - loss: 0.0036\n","Epoch 693/1000\n","225/225 - 1s - loss: 0.0044\n","Epoch 694/1000\n","225/225 - 1s - loss: 0.0050\n","Epoch 695/1000\n","225/225 - 1s - loss: 0.0038\n","Epoch 696/1000\n","225/225 - 1s - loss: 0.0035\n","Epoch 697/1000\n","225/225 - 1s - loss: 0.0035\n","Epoch 698/1000\n","225/225 - 1s - loss: 0.0034\n","Epoch 699/1000\n","225/225 - 1s - loss: 0.0034\n","Epoch 700/1000\n","225/225 - 1s - loss: 0.0034\n","Epoch 701/1000\n","225/225 - 1s - loss: 0.0034\n","Epoch 702/1000\n","225/225 - 1s - loss: 0.0035\n","Epoch 703/1000\n","225/225 - 1s - loss: 0.0034\n","Epoch 704/1000\n","225/225 - 1s - loss: 0.0034\n","Epoch 705/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 706/1000\n","225/225 - 1s - loss: 0.0034\n","Epoch 707/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 708/1000\n","225/225 - 1s - loss: 0.0034\n","Epoch 709/1000\n","225/225 - 1s - loss: 0.0035\n","Epoch 710/1000\n","225/225 - 1s - loss: 0.0035\n","Epoch 711/1000\n","225/225 - 1s - loss: 0.0034\n","Epoch 712/1000\n","225/225 - 1s - loss: 0.0034\n","Epoch 713/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 714/1000\n","225/225 - 1s - loss: 0.0034\n","Epoch 715/1000\n","225/225 - 1s - loss: 0.0044\n","Epoch 716/1000\n","225/225 - 1s - loss: 0.0050\n","Epoch 717/1000\n","225/225 - 1s - loss: 0.0082\n","Epoch 718/1000\n","225/225 - 1s - loss: 0.0060\n","Epoch 719/1000\n","225/225 - 1s - loss: 0.0050\n","Epoch 720/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 721/1000\n","225/225 - 1s - loss: 0.0035\n","Epoch 722/1000\n","225/225 - 1s - loss: 0.0035\n","Epoch 723/1000\n","225/225 - 1s - loss: 0.0034\n","Epoch 724/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 725/1000\n","225/225 - 1s - loss: 0.0035\n","Epoch 726/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 727/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 728/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 729/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 730/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 731/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 732/1000\n","225/225 - 1s - loss: 0.0037\n","Epoch 733/1000\n","225/225 - 1s - loss: 0.0034\n","Epoch 734/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 735/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 736/1000\n","225/225 - 1s - loss: 0.0037\n","Epoch 737/1000\n","225/225 - 1s - loss: 0.0034\n","Epoch 738/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 739/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 740/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 741/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 742/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 743/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 744/1000\n","225/225 - 1s - loss: 0.0037\n","Epoch 745/1000\n","225/225 - 1s - loss: 0.0034\n","Epoch 746/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 747/1000\n","225/225 - 1s - loss: 0.0035\n","Epoch 748/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 749/1000\n","225/225 - 1s - loss: 0.0031\n","Epoch 750/1000\n","225/225 - 1s - loss: 0.0038\n","Epoch 751/1000\n","225/225 - 1s - loss: 0.0045\n","Epoch 752/1000\n","225/225 - 1s - loss: 0.0036\n","Epoch 753/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 754/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 755/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 756/1000\n","225/225 - 1s - loss: 0.0031\n","Epoch 757/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 758/1000\n","225/225 - 1s - loss: 0.0036\n","Epoch 759/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 760/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 761/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 762/1000\n","225/225 - 1s - loss: 0.0036\n","Epoch 763/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 764/1000\n","225/225 - 1s - loss: 0.0035\n","Epoch 765/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 766/1000\n","225/225 - 1s - loss: 0.0035\n","Epoch 767/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 768/1000\n","225/225 - 1s - loss: 0.0034\n","Epoch 769/1000\n","225/225 - 1s - loss: 0.0034\n","Epoch 770/1000\n","225/225 - 1s - loss: 0.0037\n","Epoch 771/1000\n","225/225 - 1s - loss: 0.0035\n","Epoch 772/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 773/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 774/1000\n","225/225 - 1s - loss: 0.0034\n","Epoch 775/1000\n","225/225 - 1s - loss: 0.0035\n","Epoch 776/1000\n","225/225 - 1s - loss: 0.0035\n","Epoch 777/1000\n","225/225 - 1s - loss: 0.0034\n","Epoch 778/1000\n","225/225 - 1s - loss: 0.0035\n","Epoch 779/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 780/1000\n","225/225 - 1s - loss: 0.0034\n","Epoch 781/1000\n","225/225 - 1s - loss: 0.0039\n","Epoch 782/1000\n","225/225 - 1s - loss: 0.0037\n","Epoch 783/1000\n","225/225 - 1s - loss: 0.0035\n","Epoch 784/1000\n","225/225 - 1s - loss: 0.0035\n","Epoch 785/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 786/1000\n","225/225 - 1s - loss: 0.0037\n","Epoch 787/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 788/1000\n","225/225 - 1s - loss: 0.0034\n","Epoch 789/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 790/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 791/1000\n","225/225 - 1s - loss: 0.0034\n","Epoch 792/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 793/1000\n","225/225 - 1s - loss: 0.0038\n","Epoch 794/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 795/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 796/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 797/1000\n","225/225 - 1s - loss: 0.0029\n","Epoch 798/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 799/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 800/1000\n","225/225 - 1s - loss: 0.0034\n","Epoch 801/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 802/1000\n","225/225 - 1s - loss: 0.0030\n","Epoch 803/1000\n","225/225 - 1s - loss: 0.0030\n","Epoch 804/1000\n","225/225 - 1s - loss: 0.0030\n","Epoch 805/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 806/1000\n","225/225 - 1s - loss: 0.0034\n","Epoch 807/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 808/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 809/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 810/1000\n","225/225 - 1s - loss: 0.0031\n","Epoch 811/1000\n","225/225 - 1s - loss: 0.0034\n","Epoch 812/1000\n","225/225 - 1s - loss: 0.0035\n","Epoch 813/1000\n","225/225 - 1s - loss: 0.0031\n","Epoch 814/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 815/1000\n","225/225 - 1s - loss: 0.0031\n","Epoch 816/1000\n","225/225 - 1s - loss: 0.0028\n","Epoch 817/1000\n","225/225 - 1s - loss: 0.0029\n","Epoch 818/1000\n","225/225 - 1s - loss: 0.0031\n","Epoch 819/1000\n","225/225 - 1s - loss: 0.0031\n","Epoch 820/1000\n","225/225 - 1s - loss: 0.0030\n","Epoch 821/1000\n","225/225 - 1s - loss: 0.0030\n","Epoch 822/1000\n","225/225 - 1s - loss: 0.0030\n","Epoch 823/1000\n","225/225 - 1s - loss: 0.0030\n","Epoch 824/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 825/1000\n","225/225 - 1s - loss: 0.0035\n","Epoch 826/1000\n","225/225 - 1s - loss: 0.0047\n","Epoch 827/1000\n","225/225 - 1s - loss: 0.0040\n","Epoch 828/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 829/1000\n","225/225 - 1s - loss: 0.0030\n","Epoch 830/1000\n","225/225 - 1s - loss: 0.0030\n","Epoch 831/1000\n","225/225 - 1s - loss: 0.0029\n","Epoch 832/1000\n","225/225 - 1s - loss: 0.0029\n","Epoch 833/1000\n","225/225 - 1s - loss: 0.0030\n","Epoch 834/1000\n","225/225 - 1s - loss: 0.0028\n","Epoch 835/1000\n","225/225 - 1s - loss: 0.0028\n","Epoch 836/1000\n","225/225 - 1s - loss: 0.0028\n","Epoch 837/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 838/1000\n","225/225 - 1s - loss: 0.0030\n","Epoch 839/1000\n","225/225 - 1s - loss: 0.0031\n","Epoch 840/1000\n","225/225 - 1s - loss: 0.0028\n","Epoch 841/1000\n","225/225 - 1s - loss: 0.0029\n","Epoch 842/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 843/1000\n","225/225 - 1s - loss: 0.0031\n","Epoch 844/1000\n","225/225 - 1s - loss: 0.0028\n","Epoch 845/1000\n","225/225 - 1s - loss: 0.0028\n","Epoch 846/1000\n","225/225 - 1s - loss: 0.0029\n","Epoch 847/1000\n","225/225 - 1s - loss: 0.0030\n","Epoch 848/1000\n","225/225 - 1s - loss: 0.0031\n","Epoch 849/1000\n","225/225 - 1s - loss: 0.0028\n","Epoch 850/1000\n","225/225 - 1s - loss: 0.0026\n","Epoch 851/1000\n","225/225 - 1s - loss: 0.0028\n","Epoch 852/1000\n","225/225 - 1s - loss: 0.0028\n","Epoch 853/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 854/1000\n","225/225 - 1s - loss: 0.0052\n","Epoch 855/1000\n","225/225 - 1s - loss: 0.0038\n","Epoch 856/1000\n","225/225 - 1s - loss: 0.0030\n","Epoch 857/1000\n","225/225 - 1s - loss: 0.0027\n","Epoch 858/1000\n","225/225 - 1s - loss: 0.0025\n","Epoch 859/1000\n","225/225 - 1s - loss: 0.0027\n","Epoch 860/1000\n","225/225 - 1s - loss: 0.0025\n","Epoch 861/1000\n","225/225 - 1s - loss: 0.0026\n","Epoch 862/1000\n","225/225 - 1s - loss: 0.0027\n","Epoch 863/1000\n","225/225 - 1s - loss: 0.0027\n","Epoch 864/1000\n","225/225 - 1s - loss: 0.0027\n","Epoch 865/1000\n","225/225 - 1s - loss: 0.0025\n","Epoch 866/1000\n","225/225 - 1s - loss: 0.0031\n","Epoch 867/1000\n","225/225 - 1s - loss: 0.0027\n","Epoch 868/1000\n","225/225 - 1s - loss: 0.0026\n","Epoch 869/1000\n","225/225 - 1s - loss: 0.0029\n","Epoch 870/1000\n","225/225 - 1s - loss: 0.0029\n","Epoch 871/1000\n","225/225 - 1s - loss: 0.0026\n","Epoch 872/1000\n","225/225 - 1s - loss: 0.0026\n","Epoch 873/1000\n","225/225 - 1s - loss: 0.0027\n","Epoch 874/1000\n","225/225 - 1s - loss: 0.0026\n","Epoch 875/1000\n","225/225 - 1s - loss: 0.0026\n","Epoch 876/1000\n","225/225 - 1s - loss: 0.0026\n","Epoch 877/1000\n","225/225 - 1s - loss: 0.0026\n","Epoch 878/1000\n","225/225 - 1s - loss: 0.0031\n","Epoch 879/1000\n","225/225 - 1s - loss: 0.0029\n","Epoch 880/1000\n","225/225 - 1s - loss: 0.0026\n","Epoch 881/1000\n","225/225 - 1s - loss: 0.0024\n","Epoch 882/1000\n","225/225 - 1s - loss: 0.0025\n","Epoch 883/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 884/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 885/1000\n","225/225 - 1s - loss: 0.0028\n","Epoch 886/1000\n","225/225 - 1s - loss: 0.0024\n","Epoch 887/1000\n","225/225 - 1s - loss: 0.0023\n","Epoch 888/1000\n","225/225 - 1s - loss: 0.0024\n","Epoch 889/1000\n","225/225 - 1s - loss: 0.0026\n","Epoch 890/1000\n","225/225 - 1s - loss: 0.0025\n","Epoch 891/1000\n","225/225 - 1s - loss: 0.0025\n","Epoch 892/1000\n","225/225 - 1s - loss: 0.0026\n","Epoch 893/1000\n","225/225 - 1s - loss: 0.0025\n","Epoch 894/1000\n","225/225 - 1s - loss: 0.0024\n","Epoch 895/1000\n","225/225 - 1s - loss: 0.0024\n","Epoch 896/1000\n","225/225 - 1s - loss: 0.0027\n","Epoch 897/1000\n","225/225 - 1s - loss: 0.0028\n","Epoch 898/1000\n","225/225 - 1s - loss: 0.0026\n","Epoch 899/1000\n","225/225 - 1s - loss: 0.0023\n","Epoch 900/1000\n","225/225 - 1s - loss: 0.0026\n","Epoch 901/1000\n","225/225 - 1s - loss: 0.0023\n","Epoch 902/1000\n","225/225 - 1s - loss: 0.0027\n","Epoch 903/1000\n","225/225 - 1s - loss: 0.0025\n","Epoch 904/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 905/1000\n","225/225 - 1s - loss: 0.0025\n","Epoch 906/1000\n","225/225 - 1s - loss: 0.0023\n","Epoch 907/1000\n","225/225 - 1s - loss: 0.0027\n","Epoch 908/1000\n","225/225 - 1s - loss: 0.0022\n","Epoch 909/1000\n","225/225 - 1s - loss: 0.0029\n","Epoch 910/1000\n","225/225 - 1s - loss: 0.0025\n","Epoch 911/1000\n","225/225 - 1s - loss: 0.0024\n","Epoch 912/1000\n","225/225 - 1s - loss: 0.0022\n","Epoch 913/1000\n","225/225 - 1s - loss: 0.0025\n","Epoch 914/1000\n","225/225 - 1s - loss: 0.0025\n","Epoch 915/1000\n","225/225 - 1s - loss: 0.0025\n","Epoch 916/1000\n","225/225 - 1s - loss: 0.0022\n","Epoch 917/1000\n","225/225 - 1s - loss: 0.0024\n","Epoch 918/1000\n","225/225 - 1s - loss: 0.0025\n","Epoch 919/1000\n","225/225 - 1s - loss: 0.0027\n","Epoch 920/1000\n","225/225 - 1s - loss: 0.0030\n","Epoch 921/1000\n","225/225 - 1s - loss: 0.0023\n","Epoch 922/1000\n","225/225 - 1s - loss: 0.0025\n","Epoch 923/1000\n","225/225 - 1s - loss: 0.0030\n","Epoch 924/1000\n","225/225 - 1s - loss: 0.0026\n","Epoch 925/1000\n","225/225 - 1s - loss: 0.0022\n","Epoch 926/1000\n","225/225 - 1s - loss: 0.0057\n","Epoch 927/1000\n","225/225 - 1s - loss: 0.0058\n","Epoch 928/1000\n","225/225 - 1s - loss: 0.0038\n","Epoch 929/1000\n","225/225 - 1s - loss: 0.0032\n","Epoch 930/1000\n","225/225 - 1s - loss: 0.0023\n","Epoch 931/1000\n","225/225 - 1s - loss: 0.0024\n","Epoch 932/1000\n","225/225 - 1s - loss: 0.0028\n","Epoch 933/1000\n","225/225 - 1s - loss: 0.0025\n","Epoch 934/1000\n","225/225 - 1s - loss: 0.0025\n","Epoch 935/1000\n","225/225 - 1s - loss: 0.0026\n","Epoch 936/1000\n","225/225 - 1s - loss: 0.0024\n","Epoch 937/1000\n","225/225 - 1s - loss: 0.0022\n","Epoch 938/1000\n","225/225 - 1s - loss: 0.0023\n","Epoch 939/1000\n","225/225 - 1s - loss: 0.0030\n","Epoch 940/1000\n","225/225 - 1s - loss: 0.0019\n","Epoch 941/1000\n","225/225 - 1s - loss: 0.0024\n","Epoch 942/1000\n","225/225 - 1s - loss: 0.0020\n","Epoch 943/1000\n","225/225 - 1s - loss: 0.0022\n","Epoch 944/1000\n","225/225 - 1s - loss: 0.0021\n","Epoch 945/1000\n","225/225 - 1s - loss: 0.0021\n","Epoch 946/1000\n","225/225 - 1s - loss: 0.0019\n","Epoch 947/1000\n","225/225 - 1s - loss: 0.0043\n","Epoch 948/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 949/1000\n","225/225 - 1s - loss: 0.0030\n","Epoch 950/1000\n","225/225 - 1s - loss: 0.0023\n","Epoch 951/1000\n","225/225 - 1s - loss: 0.0020\n","Epoch 952/1000\n","225/225 - 1s - loss: 0.0019\n","Epoch 953/1000\n","225/225 - 1s - loss: 0.0022\n","Epoch 954/1000\n","225/225 - 1s - loss: 0.0022\n","Epoch 955/1000\n","225/225 - 1s - loss: 0.0022\n","Epoch 956/1000\n","225/225 - 1s - loss: 0.0029\n","Epoch 957/1000\n","225/225 - 1s - loss: 0.0020\n","Epoch 958/1000\n","225/225 - 1s - loss: 0.0021\n","Epoch 959/1000\n","225/225 - 1s - loss: 0.0020\n","Epoch 960/1000\n","225/225 - 1s - loss: 0.0022\n","Epoch 961/1000\n","225/225 - 1s - loss: 0.0023\n","Epoch 962/1000\n","225/225 - 1s - loss: 0.0030\n","Epoch 963/1000\n","225/225 - 1s - loss: 0.0027\n","Epoch 964/1000\n","225/225 - 1s - loss: 0.0034\n","Epoch 965/1000\n","225/225 - 1s - loss: 0.0041\n","Epoch 966/1000\n","225/225 - 1s - loss: 0.0023\n","Epoch 967/1000\n","225/225 - 1s - loss: 0.0022\n","Epoch 968/1000\n","225/225 - 1s - loss: 0.0018\n","Epoch 969/1000\n","225/225 - 1s - loss: 0.0018\n","Epoch 970/1000\n","225/225 - 1s - loss: 0.0030\n","Epoch 971/1000\n","225/225 - 1s - loss: 0.0021\n","Epoch 972/1000\n","225/225 - 1s - loss: 0.0033\n","Epoch 973/1000\n","225/225 - 1s - loss: 0.0024\n","Epoch 974/1000\n","225/225 - 1s - loss: 0.0024\n","Epoch 975/1000\n","225/225 - 1s - loss: 0.0026\n","Epoch 976/1000\n","225/225 - 1s - loss: 0.0020\n","Epoch 977/1000\n","225/225 - 1s - loss: 0.0037\n","Epoch 978/1000\n","225/225 - 1s - loss: 0.0024\n","Epoch 979/1000\n","225/225 - 1s - loss: 0.0018\n","Epoch 980/1000\n","225/225 - 1s - loss: 0.0019\n","Epoch 981/1000\n","225/225 - 1s - loss: 0.0018\n","Epoch 982/1000\n","225/225 - 1s - loss: 0.0028\n","Epoch 983/1000\n","225/225 - 1s - loss: 0.0028\n","Epoch 984/1000\n","225/225 - 1s - loss: 0.0020\n","Epoch 985/1000\n","225/225 - 1s - loss: 0.0018\n","Epoch 986/1000\n","225/225 - 1s - loss: 0.0017\n","Epoch 987/1000\n","225/225 - 1s - loss: 0.0020\n","Epoch 988/1000\n","225/225 - 1s - loss: 0.0019\n","Epoch 989/1000\n","225/225 - 1s - loss: 0.0020\n","Epoch 990/1000\n","225/225 - 1s - loss: 0.0023\n","Epoch 991/1000\n","225/225 - 1s - loss: 0.0021\n","Epoch 992/1000\n","225/225 - 1s - loss: 0.0023\n","Epoch 993/1000\n","225/225 - 1s - loss: 0.0022\n","Epoch 994/1000\n","225/225 - 1s - loss: 0.0016\n","Epoch 995/1000\n","225/225 - 1s - loss: 0.0016\n","Epoch 996/1000\n","225/225 - 1s - loss: 0.0017\n","Epoch 997/1000\n","225/225 - 1s - loss: 0.0026\n","Epoch 998/1000\n","225/225 - 1s - loss: 0.0017\n","Epoch 999/1000\n","225/225 - 1s - loss: 0.0019\n","Epoch 1000/1000\n","225/225 - 1s - loss: 0.0017\n","(24, 6, 1) (24, 1, 1)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"mbUYxjqLk54-","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":833},"executionInfo":{"status":"ok","timestamp":1595784539971,"user_tz":-120,"elapsed":1355,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"6bb15a3b-9ece-4417-c654-c02fec7a9ea5"},"source":["#make a one-step forecast\n","yhat = model.predict(X_test, verbose=2, batch_size=1) #SENZA LA BATCH_SIZE, prende un input alla volta, con la batch_size tutto il dataset\n","print(yhat)"],"execution_count":205,"outputs":[{"output_type":"stream","text":["24/24 - 0s\n","[[[0.576787  ]]\n","\n"," [[0.7666627 ]]\n","\n"," [[0.5788494 ]]\n","\n"," [[0.5107361 ]]\n","\n"," [[0.42336044]]\n","\n"," [[0.5167028 ]]\n","\n"," [[0.44298515]]\n","\n"," [[0.6484894 ]]\n","\n"," [[0.54632735]]\n","\n"," [[0.42671666]]\n","\n"," [[0.65061736]]\n","\n"," [[0.514826  ]]\n","\n"," [[0.5344545 ]]\n","\n"," [[0.5771903 ]]\n","\n"," [[0.42263573]]\n","\n"," [[0.6159303 ]]\n","\n"," [[0.5579769 ]]\n","\n"," [[0.6919013 ]]\n","\n"," [[0.6079157 ]]\n","\n"," [[0.5478072 ]]\n","\n"," [[0.34218395]]\n","\n"," [[0.7859666 ]]\n","\n"," [[0.5539071 ]]\n","\n"," [[0.6495021 ]]]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"zGHAXiZpk7KR","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1595784546098,"user_tz":-120,"elapsed":3124,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["#adjust scaler to 1 column\n","X = K.drop(['GDP'], axis=1)\n","scaler_3, X = v.partition.scale('all_df', scaler='MinMaxScaler', df=X, to_float=True, return_df=True)"],"execution_count":206,"outputs":[]},{"cell_type":"code","metadata":{"id":"ZUUy7uC60egf","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1595782336138,"user_tz":-120,"elapsed":4975,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"6a8577bc-596c-4802-adcd-9751040a17e6"},"source":["yhat.shape"],"execution_count":157,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(24, 1, 1)"]},"metadata":{"tags":[]},"execution_count":157}]},{"cell_type":"code","metadata":{"id":"78rrDk3zzwGI","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":425},"executionInfo":{"status":"ok","timestamp":1595784548830,"user_tz":-120,"elapsed":4436,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"9a544e76-6408-4112-f98d-0f17118d1d66"},"source":["#2   inverse scaling of the prediction\n","raw = scaler_3.inverse_transform(yhat[:, :, -1])\n","raw"],"execution_count":207,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[1321.0094],\n","       [1412.5618],\n","       [1322.0038],\n","       [1289.1616],\n","       [1247.0317],\n","       [1292.0386],\n","       [1256.4941],\n","       [1355.5822],\n","       [1306.3226],\n","       [1248.6499],\n","       [1356.6082],\n","       [1291.1337],\n","       [1300.598 ],\n","       [1321.204 ],\n","       [1246.6824],\n","       [1339.8832],\n","       [1311.9398],\n","       [1376.514 ],\n","       [1336.0187],\n","       [1307.0363],\n","       [1207.8909],\n","       [1421.8695],\n","       [1309.9774],\n","       [1356.0704]], dtype=float32)"]},"metadata":{"tags":[]},"execution_count":207}]},{"cell_type":"code","metadata":{"id":"WjmRoHnUzxnV","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":425},"executionInfo":{"status":"ok","timestamp":1595784551201,"user_tz":-120,"elapsed":749,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"1bac70bb-e6a5-43f4-f1ff-ba0e4c496053"},"source":["#2   inverse scaling of the gaps\n","#non so perchè prima ho fatto un reshaping, sembra senza ragione\n","#comunque, ora correggo\n","y_test = y_test.reshape(X_test.shape[0], 1)\n","gap = scaler_2.inverse_transform(y_test)\n","gap #err"],"execution_count":208,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[ -73.139892],\n","       [ -71.76001 ],\n","       [  54.699951],\n","       [ -10.300049],\n","       [-123.699951],\n","       [  53.      ],\n","       [ -83.      ],\n","       [  -2.890015],\n","       [ -36.599975],\n","       [  36.540039],\n","       [  42.669922],\n","       [ -74.400025],\n","       [  42.450074],\n","       [  22.699951],\n","       [ -14.669922],\n","       [  13.869995],\n","       [  -0.630005],\n","       [  22.26001 ],\n","       [ -25.300049],\n","       [ -23.73999 ],\n","       [  20.755005],\n","       [  18.984985],\n","       [  83.      ],\n","       [ -14.5     ]])"]},"metadata":{"tags":[]},"execution_count":208}]},{"cell_type":"code","metadata":{"id":"7wBLYroozz41","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":816},"executionInfo":{"status":"ok","timestamp":1595784553928,"user_tz":-120,"elapsed":768,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"c73999c1-0ff8-4396-e996-49340aa989bf"},"source":["#2   invert preprocessing on predicted data\n","#remove stationary\n","y_test = y_test.reshape(X_test.shape[0], 1)\n","var1 = raw    #original values\n","var2 = gap     #gaps\n","var3 = list()     #\n","\n","#var1 = var1.values\n","#var2 = var2.values\n","\n","var3.append(var1[0])\n","for i in range(0, len(var2)-1):\n","  values = var1[i] + var2[i+1]\n","  print('values: ', var1[i], var2[i+1])\n","  var3.append(values)\n","var3"],"execution_count":209,"outputs":[{"output_type":"stream","text":["values:  [1321.0094] [-71.76001]\n","values:  [1412.5618] [54.699951]\n","values:  [1322.0038] [-10.300049]\n","values:  [1289.1616] [-123.699951]\n","values:  [1247.0317] [53.]\n","values:  [1292.0386] [-83.]\n","values:  [1256.4941] [-2.890015]\n","values:  [1355.5822] [-36.599975]\n","values:  [1306.3226] [36.540039]\n","values:  [1248.6499] [42.669922]\n","values:  [1356.6082] [-74.400025]\n","values:  [1291.1337] [42.450074]\n","values:  [1300.598] [22.699951]\n","values:  [1321.204] [-14.669922]\n","values:  [1246.6824] [13.869995]\n","values:  [1339.8832] [-0.630005]\n","values:  [1311.9398] [22.26001]\n","values:  [1376.514] [-25.300049]\n","values:  [1336.0187] [-23.73999]\n","values:  [1307.0363] [20.755005]\n","values:  [1207.8909] [18.984985]\n","values:  [1421.8695] [83.]\n","values:  [1309.9774] [-14.5]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/plain":["[array([1321.0094], dtype=float32),\n"," array([1249.24938941]),\n"," array([1467.26171858]),\n"," array([1311.70373518]),\n"," array([1165.46167009]),\n"," array([1300.03173828]),\n"," array([1209.03857422]),\n"," array([1253.60412563]),\n"," array([1318.98217832]),\n"," array([1342.86267084]),\n"," array([1291.31982434]),\n"," array([1282.2081293]),\n"," array([1333.58374099]),\n"," array([1323.29797346]),\n"," array([1306.53405749]),\n"," array([1260.55236805]),\n"," array([1339.25317371]),\n"," array([1334.19982934]),\n"," array([1351.21398909]),\n"," array([1312.27868676]),\n"," array([1327.79125988]),\n"," array([1226.87585414]),\n"," array([1504.86950684]),\n"," array([1295.47741699])]"]},"metadata":{"tags":[]},"execution_count":209}]},{"cell_type":"code","metadata":{"id":"er1kG5hcb7Ku","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1595784558282,"user_tz":-120,"elapsed":1037,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["predicted = var3"],"execution_count":210,"outputs":[]},{"cell_type":"code","metadata":{"id":"U5W6gQs23vi1","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":442},"executionInfo":{"status":"ok","timestamp":1595784558736,"user_tz":-120,"elapsed":839,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"fe515df7-8894-4055-bfa2-e026e8c316bf"},"source":["#invert preprocessing on expected data\n","#inverse scaling\n","expected = scaler_.inverse_transform(y_test_)\n","expected"],"execution_count":211,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[1350.199951],\n","       [1277.060059],\n","       [1205.300049],\n","       [1260.      ],\n","       [1249.699951],\n","       [1126.      ],\n","       [1179.      ],\n","       [1096.      ],\n","       [1093.109985],\n","       [1056.51001 ],\n","       [1093.050049],\n","       [1135.719971],\n","       [1061.319946],\n","       [1103.77002 ],\n","       [1126.469971],\n","       [1111.800049],\n","       [1125.670044],\n","       [1125.040039],\n","       [1147.300049],\n","       [1122.      ],\n","       [1098.26001 ],\n","       [1119.015015],\n","       [1138.      ],\n","       [1221.      ],\n","       [1206.5     ]])"]},"metadata":{"tags":[]},"execution_count":211}]},{"cell_type":"code","metadata":{"id":"HHAT3WJF03ql","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":425},"executionInfo":{"status":"ok","timestamp":1595784560041,"user_tz":-120,"elapsed":497,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"6612d48f-acac-44e0-f98d-7a6af8c85255"},"source":["for i in range(len(y_test_)-1):\n","  print('iteration=%d, Predicted=%f, Expected=%f' % (i+1, predicted[i], expected[i]))"],"execution_count":212,"outputs":[{"output_type":"stream","text":["iteration=1, Predicted=1321.009399, Expected=1350.199951\n","iteration=2, Predicted=1249.249389, Expected=1277.060059\n","iteration=3, Predicted=1467.261719, Expected=1205.300049\n","iteration=4, Predicted=1311.703735, Expected=1260.000000\n","iteration=5, Predicted=1165.461670, Expected=1249.699951\n","iteration=6, Predicted=1300.031738, Expected=1126.000000\n","iteration=7, Predicted=1209.038574, Expected=1179.000000\n","iteration=8, Predicted=1253.604126, Expected=1096.000000\n","iteration=9, Predicted=1318.982178, Expected=1093.109985\n","iteration=10, Predicted=1342.862671, Expected=1056.510010\n","iteration=11, Predicted=1291.319824, Expected=1093.050049\n","iteration=12, Predicted=1282.208129, Expected=1135.719971\n","iteration=13, Predicted=1333.583741, Expected=1061.319946\n","iteration=14, Predicted=1323.297973, Expected=1103.770020\n","iteration=15, Predicted=1306.534057, Expected=1126.469971\n","iteration=16, Predicted=1260.552368, Expected=1111.800049\n","iteration=17, Predicted=1339.253174, Expected=1125.670044\n","iteration=18, Predicted=1334.199829, Expected=1125.040039\n","iteration=19, Predicted=1351.213989, Expected=1147.300049\n","iteration=20, Predicted=1312.278687, Expected=1122.000000\n","iteration=21, Predicted=1327.791260, Expected=1098.260010\n","iteration=22, Predicted=1226.875854, Expected=1119.015015\n","iteration=23, Predicted=1504.869507, Expected=1138.000000\n","iteration=24, Predicted=1295.477417, Expected=1221.000000\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"VsBicptclAAA","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":654},"executionInfo":{"status":"ok","timestamp":1595784562107,"user_tz":-120,"elapsed":1336,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"53332f11-c96e-42a6-990d-894158a2996e"},"source":["import matplotlib.pyplot as plt\n","\n","fig=plt.figure(figsize=(20, 10), dpi= 80)\n","fig=plt.plot(expected)\n","fig=plt.plot(predicted)\n","#predicted = orange\n","#expected = blue"],"execution_count":213,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1600x800 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"5DH-8IHRFAcE","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1595783062917,"user_tz":-120,"elapsed":858,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"be58b673-1747-492a-8934-b0b8681f081f"},"source":["# report performance\n","from math import *\n","from sklearn.metrics import mean_squared_error\n","rmse = sqrt(mean_squared_error(expected[:-1], predicted))\n","print('Test RMSE: %.3f' % rmse)"],"execution_count":175,"outputs":[{"output_type":"stream","text":["Test RMSE: 200.900\n"],"name":"stdout"}]}]}